Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
#data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:04, 2.48MB/s]                            
Extracting mnist: 100%|██████████| 60.0K/60.0K [00:11<00:00, 5.25KFile/s]
Downloading celeba: 1.44GB [00:26, 54.0MB/s]                               
Extracting celeba...

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f17e931da58>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f17e077d518>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    inputs_real = tf.placeholder(tf.float32, shape=(None, image_width, image_height, image_channels), name="input_real")
    input_z = tf.placeholder(tf.float32, shape=(None, z_dim), name="input_z")
    lr = tf.placeholder(tf.float32)

    return inputs_real, input_z, lr


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [7]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    with tf.variable_scope("discriminator", reuse = reuse):
        alpha = 0.2 # leaky relu parameter
        keepprob = 0.8
        # input layer is 28x28xchannels
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same', activation=None, kernel_initializer=tf.contrib.layers.xavier_initializer())
        relu1 = tf.maximum(alpha*x1, x1) #leaky relu
        # 14x14x64
        
        x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same', activation=None, kernel_initializer=tf.contrib.layers.xavier_initializer())
        x2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha*x2, x2)
        # 7x7x128
        
        x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same', activation=None, kernel_initializer=tf.contrib.layers.xavier_initializer())
        x3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha*x3, x3)
        relu3 = tf.nn.dropout(relu3, keepprob)
        # 4x4x256
        
        x4 = tf.reshape(relu3, (-1,4*4*256))
        logits = tf.layers.dense(x4, 1)
        out = tf.sigmoid(logits)
        
        

    return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [8]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    with tf.variable_scope("generator", reuse= not is_train):
        alpha=0.2 # leaky relu parameter
        keep_prob = 0.5
        # fc layer
        x1 = tf.layers.dense(z, 4*4*512)
        x1 = tf.reshape(x1, shape=(-1, 4, 4, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1) # leaky relu
        # 4x4x512 now
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)# leaky relu
        # 8x8x256
        
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha * x3, x3)# leaky relu
        x3 = tf.nn.dropout(x3, keep_prob)
        # 16x16x128
        
        # Output layer
        x3 = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
        logits = tf.image.resize_images(x3, (28,28)) # 28x28xout_channel
        out = tf.tanh(logits)
        
        
    
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [9]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    smooth = 0.1
    fake_img = generator(input_z, out_channel_dim, is_train=True)
    d_prob_real, d_logits_real = discriminator(input_real)
    d_prob_fake, d_logits_fake = discriminator(fake_img, reuse=True)
    
    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_prob_real) * (1 - smooth)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_prob_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_prob_fake)))

    d_loss = d_loss_real + d_loss_fake
    
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [10]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [11]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [16]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode, print_every=10, show_every=100):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    _, image_width, image_height, image_channels = data_shape
    input_real, input_z, lr = model_inputs(image_width, image_height, image_channels, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, image_channels)
    d_opt, g_opt   = model_opt(d_loss, g_loss, learning_rate, beta1)
    saver = tf.train.Saver()
    n_images = 25
    

    samples, losses = [], []
    steps = 0
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                batch_images *= 2 # scale the images to lie b/w [-1, 1]

                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                # sample from gaussian distribution
                #batch_z = np.random.uniform(0, 0.5, size=(batch_size, z_dim))
                
                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, lr: learning_rate})

                if steps % print_every == 0:
                    # At the end of each epoch, get the losses and print them out
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i+1, epochs),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    # Save losses to view after training
                    losses.append((train_loss_d, train_loss_g))

                if steps % show_every == 0:
                    gen_samples = sess.run(
                                   generator(input_z, image_channels, is_train=False),
                                   feed_dict={input_z: batch_z})
                    samples.append(gen_samples)
                    show_generator_output(sess, n_images, input_z, image_channels, data_image_mode)
                   

        saver.save(sess, './generator.ckpt')

    #with open('samples.pkl', 'wb') as f:
    #    pkl.dump(samples, f)
    
    return losses, samples
                
                

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [17]:
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.4272... Generator Loss: 3.6379
Epoch 1/2... Discriminator Loss: 0.3962... Generator Loss: 3.4472
Epoch 1/2... Discriminator Loss: 2.5028... Generator Loss: 11.5252
Epoch 1/2... Discriminator Loss: 3.3979... Generator Loss: 0.0674
Epoch 1/2... Discriminator Loss: 1.5476... Generator Loss: 0.7049
Epoch 1/2... Discriminator Loss: 2.4606... Generator Loss: 0.2296
Epoch 1/2... Discriminator Loss: 1.0594... Generator Loss: 1.3264
Epoch 1/2... Discriminator Loss: 0.8104... Generator Loss: 3.0935
Epoch 1/2... Discriminator Loss: 0.9898... Generator Loss: 1.4408
Epoch 1/2... Discriminator Loss: 0.5171... Generator Loss: 2.8994
Epoch 1/2... Discriminator Loss: 0.5253... Generator Loss: 2.4820
Epoch 1/2... Discriminator Loss: 0.6722... Generator Loss: 2.1605
Epoch 1/2... Discriminator Loss: 0.7733... Generator Loss: 1.8000
Epoch 1/2... Discriminator Loss: 0.5842... Generator Loss: 2.2051
Epoch 1/2... Discriminator Loss: 0.8754... Generator Loss: 1.5539
Epoch 1/2... Discriminator Loss: 0.8004... Generator Loss: 1.5636
Epoch 1/2... Discriminator Loss: 1.8008... Generator Loss: 0.4219
Epoch 1/2... Discriminator Loss: 0.9496... Generator Loss: 1.1907
Epoch 1/2... Discriminator Loss: 0.9238... Generator Loss: 2.2385
Epoch 1/2... Discriminator Loss: 1.2606... Generator Loss: 0.8710
Epoch 1/2... Discriminator Loss: 1.0580... Generator Loss: 2.9003
Epoch 1/2... Discriminator Loss: 1.1069... Generator Loss: 1.8494
Epoch 1/2... Discriminator Loss: 1.0192... Generator Loss: 0.9397
Epoch 1/2... Discriminator Loss: 0.9660... Generator Loss: 1.3630
Epoch 1/2... Discriminator Loss: 1.0527... Generator Loss: 0.9577
Epoch 1/2... Discriminator Loss: 0.9370... Generator Loss: 1.2612
Epoch 1/2... Discriminator Loss: 1.0356... Generator Loss: 2.6638
Epoch 1/2... Discriminator Loss: 0.7892... Generator Loss: 1.8738
Epoch 1/2... Discriminator Loss: 1.0216... Generator Loss: 1.7321
Epoch 1/2... Discriminator Loss: 0.9178... Generator Loss: 1.4271
Epoch 1/2... Discriminator Loss: 1.1818... Generator Loss: 2.6693
Epoch 1/2... Discriminator Loss: 1.0095... Generator Loss: 1.2850
Epoch 1/2... Discriminator Loss: 1.2695... Generator Loss: 0.6509
Epoch 1/2... Discriminator Loss: 1.0056... Generator Loss: 2.3886
Epoch 1/2... Discriminator Loss: 0.8936... Generator Loss: 2.3767
Epoch 1/2... Discriminator Loss: 1.1671... Generator Loss: 2.8146
Epoch 1/2... Discriminator Loss: 0.9304... Generator Loss: 1.8478
Epoch 1/2... Discriminator Loss: 0.9724... Generator Loss: 1.0823
Epoch 1/2... Discriminator Loss: 0.9812... Generator Loss: 2.1261
Epoch 1/2... Discriminator Loss: 0.8421... Generator Loss: 1.2149
Epoch 1/2... Discriminator Loss: 0.8574... Generator Loss: 1.4477
Epoch 1/2... Discriminator Loss: 0.7581... Generator Loss: 1.3278
Epoch 1/2... Discriminator Loss: 0.8002... Generator Loss: 1.4880
Epoch 1/2... Discriminator Loss: 0.7460... Generator Loss: 1.8833
Epoch 1/2... Discriminator Loss: 0.9276... Generator Loss: 2.1663
Epoch 1/2... Discriminator Loss: 0.7784... Generator Loss: 2.1004
Epoch 1/2... Discriminator Loss: 0.9894... Generator Loss: 1.0551
Epoch 1/2... Discriminator Loss: 0.8456... Generator Loss: 1.4142
Epoch 1/2... Discriminator Loss: 0.9708... Generator Loss: 0.8840
Epoch 1/2... Discriminator Loss: 1.0388... Generator Loss: 1.0771
Epoch 1/2... Discriminator Loss: 1.2398... Generator Loss: 3.0555
Epoch 1/2... Discriminator Loss: 0.8802... Generator Loss: 1.2421
Epoch 1/2... Discriminator Loss: 1.3166... Generator Loss: 0.6098
Epoch 1/2... Discriminator Loss: 0.9659... Generator Loss: 1.0136
Epoch 1/2... Discriminator Loss: 0.9665... Generator Loss: 1.4819
Epoch 1/2... Discriminator Loss: 1.0992... Generator Loss: 0.9024
Epoch 1/2... Discriminator Loss: 1.0855... Generator Loss: 2.7861
Epoch 1/2... Discriminator Loss: 0.9369... Generator Loss: 1.1397
Epoch 1/2... Discriminator Loss: 0.8226... Generator Loss: 1.9401
Epoch 1/2... Discriminator Loss: 1.0441... Generator Loss: 0.8387
Epoch 1/2... Discriminator Loss: 1.0145... Generator Loss: 2.0787
Epoch 1/2... Discriminator Loss: 1.0246... Generator Loss: 0.9545
Epoch 1/2... Discriminator Loss: 1.1688... Generator Loss: 2.3309
Epoch 1/2... Discriminator Loss: 0.8676... Generator Loss: 1.2767
Epoch 1/2... Discriminator Loss: 0.8808... Generator Loss: 1.4732
Epoch 1/2... Discriminator Loss: 0.9397... Generator Loss: 0.9876
Epoch 1/2... Discriminator Loss: 0.9494... Generator Loss: 1.3514
Epoch 1/2... Discriminator Loss: 0.8657... Generator Loss: 1.6195
Epoch 1/2... Discriminator Loss: 0.9051... Generator Loss: 1.2849
Epoch 1/2... Discriminator Loss: 1.1469... Generator Loss: 0.7679
Epoch 1/2... Discriminator Loss: 1.1825... Generator Loss: 0.7747
Epoch 1/2... Discriminator Loss: 1.2511... Generator Loss: 2.9224
Epoch 1/2... Discriminator Loss: 1.0573... Generator Loss: 0.9824
Epoch 1/2... Discriminator Loss: 0.8483... Generator Loss: 1.8025
Epoch 1/2... Discriminator Loss: 0.9352... Generator Loss: 2.0582
Epoch 1/2... Discriminator Loss: 0.8738... Generator Loss: 1.5867
Epoch 1/2... Discriminator Loss: 0.9881... Generator Loss: 1.0106
Epoch 1/2... Discriminator Loss: 0.8999... Generator Loss: 1.3022
Epoch 1/2... Discriminator Loss: 1.0578... Generator Loss: 0.9368
Epoch 1/2... Discriminator Loss: 0.9104... Generator Loss: 1.1442
Epoch 1/2... Discriminator Loss: 1.1197... Generator Loss: 2.0580
Epoch 1/2... Discriminator Loss: 0.9404... Generator Loss: 1.2424
Epoch 1/2... Discriminator Loss: 0.7367... Generator Loss: 1.7674
Epoch 1/2... Discriminator Loss: 0.9465... Generator Loss: 1.3178
Epoch 1/2... Discriminator Loss: 0.9059... Generator Loss: 1.4811
Epoch 1/2... Discriminator Loss: 0.8881... Generator Loss: 1.2597
Epoch 1/2... Discriminator Loss: 1.0341... Generator Loss: 2.3713
Epoch 1/2... Discriminator Loss: 0.9929... Generator Loss: 2.4758
Epoch 1/2... Discriminator Loss: 1.2611... Generator Loss: 2.8674
Epoch 1/2... Discriminator Loss: 1.0380... Generator Loss: 0.7610
Epoch 1/2... Discriminator Loss: 0.9425... Generator Loss: 1.3181
Epoch 1/2... Discriminator Loss: 1.0982... Generator Loss: 2.6050
Epoch 1/2... Discriminator Loss: 0.8664... Generator Loss: 1.3691
Epoch 2/2... Discriminator Loss: 0.9033... Generator Loss: 1.2249
Epoch 2/2... Discriminator Loss: 1.2196... Generator Loss: 0.7300
Epoch 2/2... Discriminator Loss: 1.0821... Generator Loss: 0.9580
Epoch 2/2... Discriminator Loss: 0.8750... Generator Loss: 1.2423
Epoch 2/2... Discriminator Loss: 0.8556... Generator Loss: 1.8373
Epoch 2/2... Discriminator Loss: 0.9490... Generator Loss: 1.7778
Epoch 2/2... Discriminator Loss: 0.9634... Generator Loss: 1.8963
Epoch 2/2... Discriminator Loss: 0.8283... Generator Loss: 1.4704
Epoch 2/2... Discriminator Loss: 0.8627... Generator Loss: 1.3234
Epoch 2/2... Discriminator Loss: 1.5272... Generator Loss: 0.6415
Epoch 2/2... Discriminator Loss: 0.9084... Generator Loss: 2.0713
Epoch 2/2... Discriminator Loss: 0.8837... Generator Loss: 2.2579
Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.9816
Epoch 2/2... Discriminator Loss: 0.9116... Generator Loss: 1.2429
Epoch 2/2... Discriminator Loss: 1.1876... Generator Loss: 0.8498
Epoch 2/2... Discriminator Loss: 1.3254... Generator Loss: 0.5681
Epoch 2/2... Discriminator Loss: 1.4105... Generator Loss: 0.5349
Epoch 2/2... Discriminator Loss: 0.8825... Generator Loss: 1.1451
Epoch 2/2... Discriminator Loss: 0.8336... Generator Loss: 1.3549
Epoch 2/2... Discriminator Loss: 0.8593... Generator Loss: 2.0087
Epoch 2/2... Discriminator Loss: 0.8765... Generator Loss: 1.4399
Epoch 2/2... Discriminator Loss: 0.9043... Generator Loss: 2.2773
Epoch 2/2... Discriminator Loss: 1.5534... Generator Loss: 3.6764
Epoch 2/2... Discriminator Loss: 0.9557... Generator Loss: 1.0757
Epoch 2/2... Discriminator Loss: 1.0923... Generator Loss: 0.9548
Epoch 2/2... Discriminator Loss: 0.8317... Generator Loss: 1.7177
Epoch 2/2... Discriminator Loss: 0.9923... Generator Loss: 1.0961
Epoch 2/2... Discriminator Loss: 1.0096... Generator Loss: 1.0171
Epoch 2/2... Discriminator Loss: 0.8167... Generator Loss: 1.3880
Epoch 2/2... Discriminator Loss: 0.8333... Generator Loss: 1.3321
Epoch 2/2... Discriminator Loss: 0.6899... Generator Loss: 1.5583
Epoch 2/2... Discriminator Loss: 0.7208... Generator Loss: 1.6180
Epoch 2/2... Discriminator Loss: 1.2032... Generator Loss: 0.8603
Epoch 2/2... Discriminator Loss: 0.7288... Generator Loss: 1.7921
Epoch 2/2... Discriminator Loss: 0.9011... Generator Loss: 2.6907
Epoch 2/2... Discriminator Loss: 0.9877... Generator Loss: 0.8775
Epoch 2/2... Discriminator Loss: 0.8424... Generator Loss: 1.1550
Epoch 2/2... Discriminator Loss: 0.7901... Generator Loss: 2.0180
Epoch 2/2... Discriminator Loss: 1.8120... Generator Loss: 4.2145
Epoch 2/2... Discriminator Loss: 0.8989... Generator Loss: 1.9418
Epoch 2/2... Discriminator Loss: 0.8061... Generator Loss: 1.4297
Epoch 2/2... Discriminator Loss: 0.9026... Generator Loss: 1.0036
Epoch 2/2... Discriminator Loss: 0.7216... Generator Loss: 1.8723
Epoch 2/2... Discriminator Loss: 0.9014... Generator Loss: 1.0621
Epoch 2/2... Discriminator Loss: 1.0836... Generator Loss: 0.8678
Epoch 2/2... Discriminator Loss: 0.7180... Generator Loss: 1.7504
Epoch 2/2... Discriminator Loss: 0.7750... Generator Loss: 1.3823
Epoch 2/2... Discriminator Loss: 0.8902... Generator Loss: 1.1962
Epoch 2/2... Discriminator Loss: 0.8375... Generator Loss: 1.0322
Epoch 2/2... Discriminator Loss: 0.7928... Generator Loss: 1.4260
Epoch 2/2... Discriminator Loss: 1.3376... Generator Loss: 0.7208
Epoch 2/2... Discriminator Loss: 0.7654... Generator Loss: 1.5352
Epoch 2/2... Discriminator Loss: 0.7286... Generator Loss: 1.5125
Epoch 2/2... Discriminator Loss: 0.6902... Generator Loss: 1.9653
Epoch 2/2... Discriminator Loss: 0.8554... Generator Loss: 1.1602
Epoch 2/2... Discriminator Loss: 0.6467... Generator Loss: 1.6491
Epoch 2/2... Discriminator Loss: 0.7262... Generator Loss: 1.5473
Epoch 2/2... Discriminator Loss: 0.7016... Generator Loss: 1.8242
Epoch 2/2... Discriminator Loss: 1.0463... Generator Loss: 0.8589
Epoch 2/2... Discriminator Loss: 1.4902... Generator Loss: 4.1478
Epoch 2/2... Discriminator Loss: 0.9469... Generator Loss: 1.1452
Epoch 2/2... Discriminator Loss: 0.8044... Generator Loss: 1.1686
Epoch 2/2... Discriminator Loss: 0.7843... Generator Loss: 1.3758
Epoch 2/2... Discriminator Loss: 0.6967... Generator Loss: 1.4360
Epoch 2/2... Discriminator Loss: 0.7066... Generator Loss: 1.9920
Epoch 2/2... Discriminator Loss: 0.7468... Generator Loss: 1.8791
Epoch 2/2... Discriminator Loss: 0.8554... Generator Loss: 1.8243
Epoch 2/2... Discriminator Loss: 0.7490... Generator Loss: 2.0115
Epoch 2/2... Discriminator Loss: 0.8514... Generator Loss: 1.3119
Epoch 2/2... Discriminator Loss: 0.7984... Generator Loss: 1.3973
Epoch 2/2... Discriminator Loss: 0.6685... Generator Loss: 1.4514
Epoch 2/2... Discriminator Loss: 0.7082... Generator Loss: 1.7170
Epoch 2/2... Discriminator Loss: 0.9350... Generator Loss: 0.8964
Epoch 2/2... Discriminator Loss: 0.8448... Generator Loss: 1.1936
Epoch 2/2... Discriminator Loss: 0.7025... Generator Loss: 1.4713
Epoch 2/2... Discriminator Loss: 0.8122... Generator Loss: 1.4041
Epoch 2/2... Discriminator Loss: 0.9848... Generator Loss: 1.4173
Epoch 2/2... Discriminator Loss: 0.6371... Generator Loss: 1.9076
Epoch 2/2... Discriminator Loss: 0.7215... Generator Loss: 1.3572
Epoch 2/2... Discriminator Loss: 0.8516... Generator Loss: 1.1298
Epoch 2/2... Discriminator Loss: 0.7065... Generator Loss: 2.4534
Epoch 2/2... Discriminator Loss: 0.5702... Generator Loss: 2.1425
Epoch 2/2... Discriminator Loss: 0.6145... Generator Loss: 2.2754
Epoch 2/2... Discriminator Loss: 0.7312... Generator Loss: 1.6450
Epoch 2/2... Discriminator Loss: 0.7312... Generator Loss: 1.6492
Epoch 2/2... Discriminator Loss: 1.3416... Generator Loss: 0.6498
Epoch 2/2... Discriminator Loss: 0.7799... Generator Loss: 1.2664
Epoch 2/2... Discriminator Loss: 0.7738... Generator Loss: 2.2517
Epoch 2/2... Discriminator Loss: 0.7653... Generator Loss: 1.2008
Epoch 2/2... Discriminator Loss: 1.0758... Generator Loss: 0.8021
Epoch 2/2... Discriminator Loss: 0.6781... Generator Loss: 1.5537
Epoch 2/2... Discriminator Loss: 0.6833... Generator Loss: 1.6403
Epoch 2/2... Discriminator Loss: 0.7763... Generator Loss: 1.4140
Epoch 2/2... Discriminator Loss: 0.6991... Generator Loss: 1.5608

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [18]:
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.6361... Generator Loss: 2.0080
Epoch 1/1... Discriminator Loss: 0.5544... Generator Loss: 3.4647
Epoch 1/1... Discriminator Loss: 0.4635... Generator Loss: 4.4980
Epoch 1/1... Discriminator Loss: 0.6051... Generator Loss: 2.2283
Epoch 1/1... Discriminator Loss: 0.6422... Generator Loss: 2.5346
Epoch 1/1... Discriminator Loss: 1.1352... Generator Loss: 1.6032
Epoch 1/1... Discriminator Loss: 0.7624... Generator Loss: 3.0125
Epoch 1/1... Discriminator Loss: 0.8730... Generator Loss: 1.8102
Epoch 1/1... Discriminator Loss: 0.7788... Generator Loss: 1.8024
Epoch 1/1... Discriminator Loss: 0.7756... Generator Loss: 1.6581
Epoch 1/1... Discriminator Loss: 0.9276... Generator Loss: 3.2349
Epoch 1/1... Discriminator Loss: 1.0167... Generator Loss: 3.5105
Epoch 1/1... Discriminator Loss: 0.9316... Generator Loss: 2.8378
Epoch 1/1... Discriminator Loss: 0.9007... Generator Loss: 3.5234
Epoch 1/1... Discriminator Loss: 0.8930... Generator Loss: 1.7514
Epoch 1/1... Discriminator Loss: 1.2854... Generator Loss: 0.7060
Epoch 1/1... Discriminator Loss: 1.0390... Generator Loss: 0.9975
Epoch 1/1... Discriminator Loss: 0.6325... Generator Loss: 2.1295
Epoch 1/1... Discriminator Loss: 0.9075... Generator Loss: 3.5041
Epoch 1/1... Discriminator Loss: 0.8797... Generator Loss: 1.1081
Epoch 1/1... Discriminator Loss: 0.6254... Generator Loss: 2.2775
Epoch 1/1... Discriminator Loss: 1.0434... Generator Loss: 0.9225
Epoch 1/1... Discriminator Loss: 0.7637... Generator Loss: 2.4523
Epoch 1/1... Discriminator Loss: 0.6861... Generator Loss: 3.0410
Epoch 1/1... Discriminator Loss: 0.7156... Generator Loss: 1.8257
Epoch 1/1... Discriminator Loss: 0.8365... Generator Loss: 1.5001
Epoch 1/1... Discriminator Loss: 0.7292... Generator Loss: 1.4998
Epoch 1/1... Discriminator Loss: 0.6808... Generator Loss: 2.0399
Epoch 1/1... Discriminator Loss: 1.4440... Generator Loss: 0.6193
Epoch 1/1... Discriminator Loss: 1.6237... Generator Loss: 4.4988
Epoch 1/1... Discriminator Loss: 0.7541... Generator Loss: 1.4583
Epoch 1/1... Discriminator Loss: 0.7707... Generator Loss: 1.2703
Epoch 1/1... Discriminator Loss: 0.8058... Generator Loss: 1.4485
Epoch 1/1... Discriminator Loss: 0.7253... Generator Loss: 2.0727
Epoch 1/1... Discriminator Loss: 0.7779... Generator Loss: 1.3338
Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 1.0596
Epoch 1/1... Discriminator Loss: 0.7835... Generator Loss: 1.7490
Epoch 1/1... Discriminator Loss: 1.0118... Generator Loss: 0.9686
Epoch 1/1... Discriminator Loss: 0.8891... Generator Loss: 1.4696
Epoch 1/1... Discriminator Loss: 1.2126... Generator Loss: 3.1470
Epoch 1/1... Discriminator Loss: 0.8486... Generator Loss: 1.3658
Epoch 1/1... Discriminator Loss: 0.9406... Generator Loss: 1.0620
Epoch 1/1... Discriminator Loss: 0.8344... Generator Loss: 1.9398
Epoch 1/1... Discriminator Loss: 0.8647... Generator Loss: 1.8594
Epoch 1/1... Discriminator Loss: 1.0409... Generator Loss: 2.3207
Epoch 1/1... Discriminator Loss: 0.7990... Generator Loss: 1.7594
Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 2.4394
Epoch 1/1... Discriminator Loss: 0.9266... Generator Loss: 1.8464
Epoch 1/1... Discriminator Loss: 0.8661... Generator Loss: 1.1251
Epoch 1/1... Discriminator Loss: 1.1172... Generator Loss: 3.1018
Epoch 1/1... Discriminator Loss: 0.8763... Generator Loss: 1.8587
Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 1.5879
Epoch 1/1... Discriminator Loss: 1.2647... Generator Loss: 2.8578
Epoch 1/1... Discriminator Loss: 1.7325... Generator Loss: 0.3858
Epoch 1/1... Discriminator Loss: 1.0403... Generator Loss: 1.1918
Epoch 1/1... Discriminator Loss: 1.3611... Generator Loss: 0.6872
Epoch 1/1... Discriminator Loss: 0.9236... Generator Loss: 1.7354
Epoch 1/1... Discriminator Loss: 1.0291... Generator Loss: 1.2192
Epoch 1/1... Discriminator Loss: 1.2817... Generator Loss: 0.8235
Epoch 1/1... Discriminator Loss: 1.1186... Generator Loss: 0.8154
Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 1.0145
Epoch 1/1... Discriminator Loss: 1.0502... Generator Loss: 1.1259
Epoch 1/1... Discriminator Loss: 1.0314... Generator Loss: 1.4608
Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 1.4241
Epoch 1/1... Discriminator Loss: 1.2030... Generator Loss: 1.3200
Epoch 1/1... Discriminator Loss: 1.1783... Generator Loss: 1.3533
Epoch 1/1... Discriminator Loss: 1.1187... Generator Loss: 0.9074
Epoch 1/1... Discriminator Loss: 1.0907... Generator Loss: 1.1622
Epoch 1/1... Discriminator Loss: 1.0100... Generator Loss: 1.2882
Epoch 1/1... Discriminator Loss: 1.0300... Generator Loss: 1.1610
Epoch 1/1... Discriminator Loss: 1.1664... Generator Loss: 1.0554
Epoch 1/1... Discriminator Loss: 1.2963... Generator Loss: 1.4599
Epoch 1/1... Discriminator Loss: 1.2471... Generator Loss: 1.8969
Epoch 1/1... Discriminator Loss: 1.2782... Generator Loss: 1.3087
Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.9448
Epoch 1/1... Discriminator Loss: 1.3587... Generator Loss: 0.8960
Epoch 1/1... Discriminator Loss: 1.2653... Generator Loss: 1.4668
Epoch 1/1... Discriminator Loss: 1.2038... Generator Loss: 0.9021
Epoch 1/1... Discriminator Loss: 1.2681... Generator Loss: 0.8989
Epoch 1/1... Discriminator Loss: 1.4867... Generator Loss: 0.6660
Epoch 1/1... Discriminator Loss: 1.1303... Generator Loss: 1.0651
Epoch 1/1... Discriminator Loss: 1.2672... Generator Loss: 0.8014
Epoch 1/1... Discriminator Loss: 1.1186... Generator Loss: 1.5586
Epoch 1/1... Discriminator Loss: 1.2735... Generator Loss: 1.8327
Epoch 1/1... Discriminator Loss: 1.2544... Generator Loss: 1.1828
Epoch 1/1... Discriminator Loss: 1.3207... Generator Loss: 0.7464
Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.9872
Epoch 1/1... Discriminator Loss: 1.1965... Generator Loss: 1.2000
Epoch 1/1... Discriminator Loss: 1.2041... Generator Loss: 0.7564
Epoch 1/1... Discriminator Loss: 1.1015... Generator Loss: 1.3583
Epoch 1/1... Discriminator Loss: 1.2030... Generator Loss: 0.8969
Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 0.9684
Epoch 1/1... Discriminator Loss: 1.1598... Generator Loss: 1.0269
Epoch 1/1... Discriminator Loss: 1.0643... Generator Loss: 1.1457
Epoch 1/1... Discriminator Loss: 1.0548... Generator Loss: 1.3254
Epoch 1/1... Discriminator Loss: 1.2018... Generator Loss: 1.0368
Epoch 1/1... Discriminator Loss: 1.0206... Generator Loss: 1.2648
Epoch 1/1... Discriminator Loss: 1.0450... Generator Loss: 1.5767
Epoch 1/1... Discriminator Loss: 1.0818... Generator Loss: 1.6613
Epoch 1/1... Discriminator Loss: 1.1913... Generator Loss: 1.1120
Epoch 1/1... Discriminator Loss: 1.0566... Generator Loss: 1.4164
Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 1.2299
Epoch 1/1... Discriminator Loss: 1.3907... Generator Loss: 2.1304
Epoch 1/1... Discriminator Loss: 1.1704... Generator Loss: 0.9261
Epoch 1/1... Discriminator Loss: 1.1307... Generator Loss: 1.1498
Epoch 1/1... Discriminator Loss: 1.2623... Generator Loss: 0.7538
Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 1.1384
Epoch 1/1... Discriminator Loss: 1.1862... Generator Loss: 0.9773
Epoch 1/1... Discriminator Loss: 1.3193... Generator Loss: 0.7219
Epoch 1/1... Discriminator Loss: 1.0554... Generator Loss: 1.3905
Epoch 1/1... Discriminator Loss: 1.2143... Generator Loss: 0.8550
Epoch 1/1... Discriminator Loss: 1.1439... Generator Loss: 1.1896
Epoch 1/1... Discriminator Loss: 1.3488... Generator Loss: 1.0838
Epoch 1/1... Discriminator Loss: 1.1009... Generator Loss: 1.4515
Epoch 1/1... Discriminator Loss: 1.1476... Generator Loss: 1.1095
Epoch 1/1... Discriminator Loss: 1.0787... Generator Loss: 1.0724
Epoch 1/1... Discriminator Loss: 1.0717... Generator Loss: 1.9968
Epoch 1/1... Discriminator Loss: 1.0666... Generator Loss: 1.6023
Epoch 1/1... Discriminator Loss: 1.1027... Generator Loss: 1.0917
Epoch 1/1... Discriminator Loss: 1.2166... Generator Loss: 0.8854
Epoch 1/1... Discriminator Loss: 1.3629... Generator Loss: 0.8176
Epoch 1/1... Discriminator Loss: 1.1491... Generator Loss: 1.0766
Epoch 1/1... Discriminator Loss: 1.2085... Generator Loss: 0.8492
Epoch 1/1... Discriminator Loss: 1.1291... Generator Loss: 1.0608
Epoch 1/1... Discriminator Loss: 1.1253... Generator Loss: 1.7132
Epoch 1/1... Discriminator Loss: 1.1423... Generator Loss: 0.8976
Epoch 1/1... Discriminator Loss: 1.0317... Generator Loss: 1.2460
Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 1.0428
Epoch 1/1... Discriminator Loss: 1.0752... Generator Loss: 1.0931
Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 1.0852
Epoch 1/1... Discriminator Loss: 1.2081... Generator Loss: 1.0549
Epoch 1/1... Discriminator Loss: 1.2114... Generator Loss: 1.9474
Epoch 1/1... Discriminator Loss: 1.0211... Generator Loss: 1.1732
Epoch 1/1... Discriminator Loss: 1.0254... Generator Loss: 1.0455
Epoch 1/1... Discriminator Loss: 1.0799... Generator Loss: 1.0616
Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 1.5407
Epoch 1/1... Discriminator Loss: 0.9785... Generator Loss: 1.2054
Epoch 1/1... Discriminator Loss: 0.9796... Generator Loss: 1.5005
Epoch 1/1... Discriminator Loss: 1.1965... Generator Loss: 1.2055
Epoch 1/1... Discriminator Loss: 1.2150... Generator Loss: 1.6218
Epoch 1/1... Discriminator Loss: 0.9446... Generator Loss: 1.5168
Epoch 1/1... Discriminator Loss: 1.1981... Generator Loss: 1.0178
Epoch 1/1... Discriminator Loss: 0.9651... Generator Loss: 1.2890
Epoch 1/1... Discriminator Loss: 1.1215... Generator Loss: 0.9187
Epoch 1/1... Discriminator Loss: 0.9512... Generator Loss: 1.2076
Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 1.0315
Epoch 1/1... Discriminator Loss: 1.1417... Generator Loss: 0.9391
Epoch 1/1... Discriminator Loss: 0.9685... Generator Loss: 1.4594
Epoch 1/1... Discriminator Loss: 1.2312... Generator Loss: 1.3280
Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 0.9353
Epoch 1/1... Discriminator Loss: 1.2657... Generator Loss: 1.5900
Epoch 1/1... Discriminator Loss: 1.2466... Generator Loss: 1.0086
Epoch 1/1... Discriminator Loss: 1.0833... Generator Loss: 1.2388
Epoch 1/1... Discriminator Loss: 1.2200... Generator Loss: 0.7454
Epoch 1/1... Discriminator Loss: 1.1218... Generator Loss: 1.2252
Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 1.1061
Epoch 1/1... Discriminator Loss: 0.9687... Generator Loss: 1.2161
Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 0.8998
Epoch 1/1... Discriminator Loss: 1.0103... Generator Loss: 1.5652
Epoch 1/1... Discriminator Loss: 1.1677... Generator Loss: 0.8055
Epoch 1/1... Discriminator Loss: 1.1907... Generator Loss: 0.6964
Epoch 1/1... Discriminator Loss: 0.9448... Generator Loss: 1.3141
Epoch 1/1... Discriminator Loss: 1.1102... Generator Loss: 1.3128
Epoch 1/1... Discriminator Loss: 1.0515... Generator Loss: 1.0601
Epoch 1/1... Discriminator Loss: 1.0052... Generator Loss: 1.2738
Epoch 1/1... Discriminator Loss: 1.1548... Generator Loss: 1.1822
Epoch 1/1... Discriminator Loss: 1.1036... Generator Loss: 0.8977
Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 1.4695
Epoch 1/1... Discriminator Loss: 1.1211... Generator Loss: 1.0868
Epoch 1/1... Discriminator Loss: 1.0587... Generator Loss: 1.7822
Epoch 1/1... Discriminator Loss: 1.1810... Generator Loss: 0.8676
Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 1.4758
Epoch 1/1... Discriminator Loss: 0.9967... Generator Loss: 1.3755
Epoch 1/1... Discriminator Loss: 1.3426... Generator Loss: 0.7127
Epoch 1/1... Discriminator Loss: 1.0473... Generator Loss: 1.0088
Epoch 1/1... Discriminator Loss: 0.9822... Generator Loss: 1.0909
Epoch 1/1... Discriminator Loss: 1.2172... Generator Loss: 1.4102
Epoch 1/1... Discriminator Loss: 1.1218... Generator Loss: 1.3312
Epoch 1/1... Discriminator Loss: 1.2007... Generator Loss: 0.7650
Epoch 1/1... Discriminator Loss: 1.0945... Generator Loss: 0.9868
Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 1.4230
Epoch 1/1... Discriminator Loss: 1.2781... Generator Loss: 0.7060
Epoch 1/1... Discriminator Loss: 1.0762... Generator Loss: 1.3317
Epoch 1/1... Discriminator Loss: 1.0678... Generator Loss: 0.8695
Epoch 1/1... Discriminator Loss: 1.0807... Generator Loss: 1.8440
Epoch 1/1... Discriminator Loss: 1.0641... Generator Loss: 1.4057
Epoch 1/1... Discriminator Loss: 1.2226... Generator Loss: 1.5690
Epoch 1/1... Discriminator Loss: 0.9212... Generator Loss: 1.3804
Epoch 1/1... Discriminator Loss: 1.5494... Generator Loss: 0.4716
Epoch 1/1... Discriminator Loss: 1.1931... Generator Loss: 0.8797
Epoch 1/1... Discriminator Loss: 1.1400... Generator Loss: 0.8744
Epoch 1/1... Discriminator Loss: 0.9549... Generator Loss: 1.2701
Epoch 1/1... Discriminator Loss: 0.9272... Generator Loss: 1.1724
Epoch 1/1... Discriminator Loss: 1.6107... Generator Loss: 0.4756
Epoch 1/1... Discriminator Loss: 1.2844... Generator Loss: 0.8830
Epoch 1/1... Discriminator Loss: 1.0636... Generator Loss: 0.9607
Epoch 1/1... Discriminator Loss: 1.1016... Generator Loss: 1.2793
Epoch 1/1... Discriminator Loss: 1.0452... Generator Loss: 1.4751
Epoch 1/1... Discriminator Loss: 1.1415... Generator Loss: 1.1645
Epoch 1/1... Discriminator Loss: 1.2087... Generator Loss: 0.9408
Epoch 1/1... Discriminator Loss: 1.0767... Generator Loss: 1.4007
Epoch 1/1... Discriminator Loss: 0.8928... Generator Loss: 1.5992
Epoch 1/1... Discriminator Loss: 1.0494... Generator Loss: 1.1210
Epoch 1/1... Discriminator Loss: 0.9619... Generator Loss: 1.8258
Epoch 1/1... Discriminator Loss: 0.9211... Generator Loss: 1.3749
Epoch 1/1... Discriminator Loss: 0.9917... Generator Loss: 1.4267
Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 1.1237
Epoch 1/1... Discriminator Loss: 1.0777... Generator Loss: 0.9059
Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.8590
Epoch 1/1... Discriminator Loss: 1.1187... Generator Loss: 1.2494
Epoch 1/1... Discriminator Loss: 1.0215... Generator Loss: 1.0859
Epoch 1/1... Discriminator Loss: 1.1491... Generator Loss: 0.6962
Epoch 1/1... Discriminator Loss: 1.1795... Generator Loss: 0.9023
Epoch 1/1... Discriminator Loss: 1.0252... Generator Loss: 1.1074
Epoch 1/1... Discriminator Loss: 1.1064... Generator Loss: 1.6380
Epoch 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.6529
Epoch 1/1... Discriminator Loss: 1.1032... Generator Loss: 1.6527
Epoch 1/1... Discriminator Loss: 1.0555... Generator Loss: 1.0810
Epoch 1/1... Discriminator Loss: 0.9900... Generator Loss: 1.4982
Epoch 1/1... Discriminator Loss: 1.1156... Generator Loss: 1.0388
Epoch 1/1... Discriminator Loss: 1.1087... Generator Loss: 1.0499
Epoch 1/1... Discriminator Loss: 1.0912... Generator Loss: 0.9256
Epoch 1/1... Discriminator Loss: 0.9523... Generator Loss: 1.4352
Epoch 1/1... Discriminator Loss: 1.0126... Generator Loss: 1.8282
Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.7872
Epoch 1/1... Discriminator Loss: 0.9723... Generator Loss: 1.1900
Epoch 1/1... Discriminator Loss: 1.0925... Generator Loss: 0.9623
Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 1.2233
Epoch 1/1... Discriminator Loss: 1.1086... Generator Loss: 0.8873
Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 1.3277
Epoch 1/1... Discriminator Loss: 1.0862... Generator Loss: 0.9152
Epoch 1/1... Discriminator Loss: 1.0625... Generator Loss: 0.9832
Epoch 1/1... Discriminator Loss: 1.0902... Generator Loss: 1.0531
Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 1.2779
Epoch 1/1... Discriminator Loss: 0.9674... Generator Loss: 1.3546
Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.7455
Epoch 1/1... Discriminator Loss: 0.8851... Generator Loss: 1.5679
Epoch 1/1... Discriminator Loss: 1.2864... Generator Loss: 0.7566
Epoch 1/1... Discriminator Loss: 1.0667... Generator Loss: 1.0387
Epoch 1/1... Discriminator Loss: 0.9460... Generator Loss: 1.0767
Epoch 1/1... Discriminator Loss: 0.9697... Generator Loss: 0.9972
Epoch 1/1... Discriminator Loss: 1.2343... Generator Loss: 0.7521
Epoch 1/1... Discriminator Loss: 1.1280... Generator Loss: 1.2051
Epoch 1/1... Discriminator Loss: 1.2167... Generator Loss: 0.7112
Epoch 1/1... Discriminator Loss: 0.9467... Generator Loss: 1.3158
Epoch 1/1... Discriminator Loss: 0.9226... Generator Loss: 1.2193
Epoch 1/1... Discriminator Loss: 1.0302... Generator Loss: 1.3462
Epoch 1/1... Discriminator Loss: 1.1306... Generator Loss: 1.1227
Epoch 1/1... Discriminator Loss: 0.9682... Generator Loss: 1.1952
Epoch 1/1... Discriminator Loss: 1.1047... Generator Loss: 1.3015
Epoch 1/1... Discriminator Loss: 0.9718... Generator Loss: 1.4585
Epoch 1/1... Discriminator Loss: 0.9317... Generator Loss: 1.0398
Epoch 1/1... Discriminator Loss: 0.9393... Generator Loss: 1.5203
Epoch 1/1... Discriminator Loss: 0.9920... Generator Loss: 1.0486
Epoch 1/1... Discriminator Loss: 1.0944... Generator Loss: 1.0375
Epoch 1/1... Discriminator Loss: 1.1279... Generator Loss: 1.4182
Epoch 1/1... Discriminator Loss: 0.9908... Generator Loss: 1.2667
Epoch 1/1... Discriminator Loss: 0.9218... Generator Loss: 0.9619
Epoch 1/1... Discriminator Loss: 0.8965... Generator Loss: 1.2673
Epoch 1/1... Discriminator Loss: 1.0772... Generator Loss: 1.8757
Epoch 1/1... Discriminator Loss: 1.1358... Generator Loss: 1.7657
Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 1.0319
Epoch 1/1... Discriminator Loss: 1.0684... Generator Loss: 1.0612
Epoch 1/1... Discriminator Loss: 1.1754... Generator Loss: 0.8904
Epoch 1/1... Discriminator Loss: 0.8987... Generator Loss: 1.0772
Epoch 1/1... Discriminator Loss: 0.9096... Generator Loss: 1.3066
Epoch 1/1... Discriminator Loss: 1.0679... Generator Loss: 0.9019
Epoch 1/1... Discriminator Loss: 1.0237... Generator Loss: 0.8351
Epoch 1/1... Discriminator Loss: 1.0024... Generator Loss: 1.2170
Epoch 1/1... Discriminator Loss: 0.9083... Generator Loss: 1.4578
Epoch 1/1... Discriminator Loss: 1.2101... Generator Loss: 0.7597
Epoch 1/1... Discriminator Loss: 1.0591... Generator Loss: 1.1754
Epoch 1/1... Discriminator Loss: 0.8895... Generator Loss: 1.3271
Epoch 1/1... Discriminator Loss: 1.1226... Generator Loss: 1.0520
Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 1.7590
Epoch 1/1... Discriminator Loss: 0.8620... Generator Loss: 1.3663
Epoch 1/1... Discriminator Loss: 1.2905... Generator Loss: 0.9139
Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 0.9728
Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 0.7931
Epoch 1/1... Discriminator Loss: 1.0513... Generator Loss: 1.7410
Epoch 1/1... Discriminator Loss: 1.0254... Generator Loss: 1.1099
Epoch 1/1... Discriminator Loss: 1.0851... Generator Loss: 1.0278
Epoch 1/1... Discriminator Loss: 1.2730... Generator Loss: 0.7707
Epoch 1/1... Discriminator Loss: 0.9906... Generator Loss: 0.9310
Epoch 1/1... Discriminator Loss: 1.1458... Generator Loss: 1.6642
Epoch 1/1... Discriminator Loss: 0.9458... Generator Loss: 1.3574
Epoch 1/1... Discriminator Loss: 0.8898... Generator Loss: 1.2104
Epoch 1/1... Discriminator Loss: 0.9301... Generator Loss: 1.4585
Epoch 1/1... Discriminator Loss: 1.0802... Generator Loss: 1.7952
Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 1.3452
Epoch 1/1... Discriminator Loss: 1.1576... Generator Loss: 1.6732
Epoch 1/1... Discriminator Loss: 0.9792... Generator Loss: 1.7407
Epoch 1/1... Discriminator Loss: 1.2522... Generator Loss: 0.8692
Epoch 1/1... Discriminator Loss: 1.1578... Generator Loss: 0.7199
Epoch 1/1... Discriminator Loss: 1.0623... Generator Loss: 1.1619
Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 1.1988
Epoch 1/1... Discriminator Loss: 0.9506... Generator Loss: 1.4485
Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 1.6094
Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 1.0189
Epoch 1/1... Discriminator Loss: 0.9430... Generator Loss: 1.0904
Epoch 1/1... Discriminator Loss: 0.9071... Generator Loss: 1.1005
Epoch 1/1... Discriminator Loss: 1.2207... Generator Loss: 0.8649
Epoch 1/1... Discriminator Loss: 1.1086... Generator Loss: 1.1433
Epoch 1/1... Discriminator Loss: 1.1565... Generator Loss: 0.7070
Epoch 1/1... Discriminator Loss: 1.1361... Generator Loss: 0.9109
Epoch 1/1... Discriminator Loss: 1.1010... Generator Loss: 1.1078
Epoch 1/1... Discriminator Loss: 1.4730... Generator Loss: 0.6216
Epoch 1/1... Discriminator Loss: 1.1014... Generator Loss: 1.0545
Epoch 1/1... Discriminator Loss: 1.2864... Generator Loss: 0.7808
Epoch 1/1... Discriminator Loss: 1.1123... Generator Loss: 0.9044
Epoch 1/1... Discriminator Loss: 1.2185... Generator Loss: 0.6565
Epoch 1/1... Discriminator Loss: 0.9711... Generator Loss: 1.5204
Epoch 1/1... Discriminator Loss: 0.9719... Generator Loss: 1.1250
Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 0.8694
Epoch 1/1... Discriminator Loss: 1.2209... Generator Loss: 0.6855
Epoch 1/1... Discriminator Loss: 1.0152... Generator Loss: 1.0288
In [19]:
batch_size = 64
z_dim = 100
learning_rate = 0.0004
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.5449... Generator Loss: 4.6187
Epoch 1/1... Discriminator Loss: 0.5225... Generator Loss: 4.3746
Epoch 1/1... Discriminator Loss: 0.5169... Generator Loss: 3.0848
Epoch 1/1... Discriminator Loss: 0.9234... Generator Loss: 3.0962
Epoch 1/1... Discriminator Loss: 1.1277... Generator Loss: 3.6563
Epoch 1/1... Discriminator Loss: 2.3920... Generator Loss: 0.2372
Epoch 1/1... Discriminator Loss: 0.9376... Generator Loss: 2.2326
Epoch 1/1... Discriminator Loss: 1.1801... Generator Loss: 3.3030
Epoch 1/1... Discriminator Loss: 0.7792... Generator Loss: 1.5910
Epoch 1/1... Discriminator Loss: 1.2122... Generator Loss: 0.7475
Epoch 1/1... Discriminator Loss: 0.8115... Generator Loss: 1.3930
Epoch 1/1... Discriminator Loss: 1.0168... Generator Loss: 0.9039
Epoch 1/1... Discriminator Loss: 0.9927... Generator Loss: 1.9869
Epoch 1/1... Discriminator Loss: 1.2399... Generator Loss: 2.9867
Epoch 1/1... Discriminator Loss: 1.1270... Generator Loss: 0.8379
Epoch 1/1... Discriminator Loss: 1.5027... Generator Loss: 2.3967
Epoch 1/1... Discriminator Loss: 1.1762... Generator Loss: 0.7791
Epoch 1/1... Discriminator Loss: 1.1311... Generator Loss: 0.7832
Epoch 1/1... Discriminator Loss: 1.2205... Generator Loss: 1.9962
Epoch 1/1... Discriminator Loss: 0.9654... Generator Loss: 0.9158
Epoch 1/1... Discriminator Loss: 0.7519... Generator Loss: 2.1360
Epoch 1/1... Discriminator Loss: 1.9909... Generator Loss: 0.3322
Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 2.4472
Epoch 1/1... Discriminator Loss: 0.8929... Generator Loss: 1.6964
Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 1.6369
Epoch 1/1... Discriminator Loss: 1.0533... Generator Loss: 1.7557
Epoch 1/1... Discriminator Loss: 1.1909... Generator Loss: 0.8681
Epoch 1/1... Discriminator Loss: 0.8898... Generator Loss: 1.6385
Epoch 1/1... Discriminator Loss: 2.6633... Generator Loss: 0.1842
Epoch 1/1... Discriminator Loss: 1.2011... Generator Loss: 0.9831
Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 1.0712
Epoch 1/1... Discriminator Loss: 0.7200... Generator Loss: 1.7661
Epoch 1/1... Discriminator Loss: 0.7990... Generator Loss: 1.6123
Epoch 1/1... Discriminator Loss: 1.3349... Generator Loss: 0.6210
Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 1.9790
Epoch 1/1... Discriminator Loss: 0.8002... Generator Loss: 1.7852
Epoch 1/1... Discriminator Loss: 1.1542... Generator Loss: 2.6511
Epoch 1/1... Discriminator Loss: 1.2782... Generator Loss: 1.0057
Epoch 1/1... Discriminator Loss: 0.9294... Generator Loss: 1.4096
Epoch 1/1... Discriminator Loss: 0.9410... Generator Loss: 1.0789
Epoch 1/1... Discriminator Loss: 0.9972... Generator Loss: 1.0253
Epoch 1/1... Discriminator Loss: 1.1222... Generator Loss: 1.0435
Epoch 1/1... Discriminator Loss: 1.7006... Generator Loss: 2.9224
Epoch 1/1... Discriminator Loss: 1.0232... Generator Loss: 1.5270
Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 1.6639
Epoch 1/1... Discriminator Loss: 1.0052... Generator Loss: 1.0373
Epoch 1/1... Discriminator Loss: 1.1556... Generator Loss: 1.9362
Epoch 1/1... Discriminator Loss: 1.1321... Generator Loss: 1.2840
Epoch 1/1... Discriminator Loss: 0.9128... Generator Loss: 1.2735
Epoch 1/1... Discriminator Loss: 1.7870... Generator Loss: 3.1203
Epoch 1/1... Discriminator Loss: 1.1478... Generator Loss: 1.0475
Epoch 1/1... Discriminator Loss: 1.5050... Generator Loss: 1.0692
Epoch 1/1... Discriminator Loss: 1.0858... Generator Loss: 1.0184
Epoch 1/1... Discriminator Loss: 1.1815... Generator Loss: 0.9767
Epoch 1/1... Discriminator Loss: 1.1274... Generator Loss: 1.6819
Epoch 1/1... Discriminator Loss: 1.4186... Generator Loss: 0.6718
Epoch 1/1... Discriminator Loss: 1.0553... Generator Loss: 1.3422
Epoch 1/1... Discriminator Loss: 1.2467... Generator Loss: 1.3834
Epoch 1/1... Discriminator Loss: 1.0595... Generator Loss: 0.8645
Epoch 1/1... Discriminator Loss: 1.0527... Generator Loss: 1.0514
Epoch 1/1... Discriminator Loss: 1.2472... Generator Loss: 0.9663
Epoch 1/1... Discriminator Loss: 1.1960... Generator Loss: 0.8158
Epoch 1/1... Discriminator Loss: 1.1817... Generator Loss: 1.0503
Epoch 1/1... Discriminator Loss: 1.1322... Generator Loss: 1.4753
Epoch 1/1... Discriminator Loss: 1.1910... Generator Loss: 1.3157
Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 1.0223
Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 1.0188
Epoch 1/1... Discriminator Loss: 1.7425... Generator Loss: 0.4682
Epoch 1/1... Discriminator Loss: 1.3678... Generator Loss: 0.6296
Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 1.8217
Epoch 1/1... Discriminator Loss: 0.9821... Generator Loss: 1.1705
Epoch 1/1... Discriminator Loss: 1.3942... Generator Loss: 0.6825
Epoch 1/1... Discriminator Loss: 1.3802... Generator Loss: 0.5883
Epoch 1/1... Discriminator Loss: 1.4358... Generator Loss: 0.6658
Epoch 1/1... Discriminator Loss: 1.0248... Generator Loss: 1.1085
Epoch 1/1... Discriminator Loss: 1.1155... Generator Loss: 1.4066
Epoch 1/1... Discriminator Loss: 1.1582... Generator Loss: 1.1333
Epoch 1/1... Discriminator Loss: 1.0459... Generator Loss: 1.3080
Epoch 1/1... Discriminator Loss: 1.1418... Generator Loss: 1.0746
Epoch 1/1... Discriminator Loss: 1.2212... Generator Loss: 0.9308
Epoch 1/1... Discriminator Loss: 1.2624... Generator Loss: 0.8881
Epoch 1/1... Discriminator Loss: 1.1458... Generator Loss: 0.9269
Epoch 1/1... Discriminator Loss: 1.2143... Generator Loss: 1.7165
Epoch 1/1... Discriminator Loss: 1.1645... Generator Loss: 1.3848
Epoch 1/1... Discriminator Loss: 1.4020... Generator Loss: 0.7637
Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.7107
Epoch 1/1... Discriminator Loss: 1.0482... Generator Loss: 1.0873
Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 1.1631
Epoch 1/1... Discriminator Loss: 1.4546... Generator Loss: 0.6378
Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 1.2299
Epoch 1/1... Discriminator Loss: 1.1930... Generator Loss: 0.8573
Epoch 1/1... Discriminator Loss: 1.4683... Generator Loss: 1.9628
Epoch 1/1... Discriminator Loss: 1.0413... Generator Loss: 1.2236
Epoch 1/1... Discriminator Loss: 1.4109... Generator Loss: 0.6646
Epoch 1/1... Discriminator Loss: 1.4602... Generator Loss: 0.6330
Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 1.1653
Epoch 1/1... Discriminator Loss: 1.0301... Generator Loss: 1.0239
Epoch 1/1... Discriminator Loss: 1.0667... Generator Loss: 1.0239
Epoch 1/1... Discriminator Loss: 1.3464... Generator Loss: 0.6558
Epoch 1/1... Discriminator Loss: 1.2752... Generator Loss: 0.8443
Epoch 1/1... Discriminator Loss: 1.1942... Generator Loss: 1.5504
Epoch 1/1... Discriminator Loss: 1.1367... Generator Loss: 0.8417
Epoch 1/1... Discriminator Loss: 1.0560... Generator Loss: 0.9849
Epoch 1/1... Discriminator Loss: 1.1125... Generator Loss: 1.0058
Epoch 1/1... Discriminator Loss: 1.0438... Generator Loss: 1.5084
Epoch 1/1... Discriminator Loss: 1.0053... Generator Loss: 1.0147
Epoch 1/1... Discriminator Loss: 1.0877... Generator Loss: 1.0659
Epoch 1/1... Discriminator Loss: 1.2722... Generator Loss: 1.6154
Epoch 1/1... Discriminator Loss: 1.1707... Generator Loss: 0.7902
Epoch 1/1... Discriminator Loss: 1.0349... Generator Loss: 1.0100
Epoch 1/1... Discriminator Loss: 1.3197... Generator Loss: 0.6572
Epoch 1/1... Discriminator Loss: 1.2989... Generator Loss: 0.7247
Epoch 1/1... Discriminator Loss: 1.1537... Generator Loss: 1.5519
Epoch 1/1... Discriminator Loss: 1.2741... Generator Loss: 0.7344
Epoch 1/1... Discriminator Loss: 1.0541... Generator Loss: 1.0945
Epoch 1/1... Discriminator Loss: 1.3417... Generator Loss: 0.7104
Epoch 1/1... Discriminator Loss: 1.0893... Generator Loss: 0.9455
Epoch 1/1... Discriminator Loss: 0.9879... Generator Loss: 1.1712
Epoch 1/1... Discriminator Loss: 1.1742... Generator Loss: 0.7937
Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 0.7190
Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.7393
Epoch 1/1... Discriminator Loss: 1.2113... Generator Loss: 1.0862
Epoch 1/1... Discriminator Loss: 1.1858... Generator Loss: 1.0088
Epoch 1/1... Discriminator Loss: 1.0781... Generator Loss: 1.1165
Epoch 1/1... Discriminator Loss: 1.3949... Generator Loss: 0.5399
Epoch 1/1... Discriminator Loss: 1.3162... Generator Loss: 0.6583
Epoch 1/1... Discriminator Loss: 1.2359... Generator Loss: 0.7631
Epoch 1/1... Discriminator Loss: 1.3467... Generator Loss: 1.4171
Epoch 1/1... Discriminator Loss: 1.2241... Generator Loss: 0.8899
Epoch 1/1... Discriminator Loss: 1.3551... Generator Loss: 0.6717
Epoch 1/1... Discriminator Loss: 1.3088... Generator Loss: 0.7162
Epoch 1/1... Discriminator Loss: 1.3479... Generator Loss: 0.7477
Epoch 1/1... Discriminator Loss: 1.1202... Generator Loss: 0.9879
Epoch 1/1... Discriminator Loss: 1.1357... Generator Loss: 1.1700
Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 0.9198
Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 1.2876
Epoch 1/1... Discriminator Loss: 1.3628... Generator Loss: 1.5344
Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 1.6622
Epoch 1/1... Discriminator Loss: 1.1167... Generator Loss: 0.9555
Epoch 1/1... Discriminator Loss: 1.1142... Generator Loss: 1.0337
Epoch 1/1... Discriminator Loss: 1.1156... Generator Loss: 1.2153
Epoch 1/1... Discriminator Loss: 1.2285... Generator Loss: 0.8327
Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 0.8199
Epoch 1/1... Discriminator Loss: 1.1549... Generator Loss: 1.1904
Epoch 1/1... Discriminator Loss: 1.1623... Generator Loss: 1.4171
Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 1.1148
Epoch 1/1... Discriminator Loss: 1.2009... Generator Loss: 0.7869
Epoch 1/1... Discriminator Loss: 1.1087... Generator Loss: 1.0579
Epoch 1/1... Discriminator Loss: 1.1462... Generator Loss: 1.3819
Epoch 1/1... Discriminator Loss: 1.0817... Generator Loss: 1.3422
Epoch 1/1... Discriminator Loss: 1.0466... Generator Loss: 0.9576
Epoch 1/1... Discriminator Loss: 1.1440... Generator Loss: 0.8603
Epoch 1/1... Discriminator Loss: 1.1506... Generator Loss: 0.7590
Epoch 1/1... Discriminator Loss: 1.2360... Generator Loss: 1.5359
Epoch 1/1... Discriminator Loss: 1.1641... Generator Loss: 1.2285
Epoch 1/1... Discriminator Loss: 1.0590... Generator Loss: 1.1956
Epoch 1/1... Discriminator Loss: 1.1518... Generator Loss: 1.1992
Epoch 1/1... Discriminator Loss: 1.1714... Generator Loss: 0.7954
Epoch 1/1... Discriminator Loss: 1.0929... Generator Loss: 1.1060
Epoch 1/1... Discriminator Loss: 1.6787... Generator Loss: 0.4199
Epoch 1/1... Discriminator Loss: 1.2072... Generator Loss: 0.8694
Epoch 1/1... Discriminator Loss: 1.0515... Generator Loss: 1.0837
Epoch 1/1... Discriminator Loss: 1.1387... Generator Loss: 1.2004
Epoch 1/1... Discriminator Loss: 1.1697... Generator Loss: 0.8962
Epoch 1/1... Discriminator Loss: 1.0520... Generator Loss: 1.1121
Epoch 1/1... Discriminator Loss: 1.2211... Generator Loss: 0.8460
Epoch 1/1... Discriminator Loss: 1.2014... Generator Loss: 1.3926
Epoch 1/1... Discriminator Loss: 0.8803... Generator Loss: 1.5505
Epoch 1/1... Discriminator Loss: 1.1306... Generator Loss: 1.4443
Epoch 1/1... Discriminator Loss: 1.0394... Generator Loss: 1.3105
Epoch 1/1... Discriminator Loss: 1.0354... Generator Loss: 1.4036
Epoch 1/1... Discriminator Loss: 1.0320... Generator Loss: 1.2964
Epoch 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.6590
Epoch 1/1... Discriminator Loss: 1.1697... Generator Loss: 0.8104
Epoch 1/1... Discriminator Loss: 1.4071... Generator Loss: 0.4710
Epoch 1/1... Discriminator Loss: 1.0630... Generator Loss: 1.2371
Epoch 1/1... Discriminator Loss: 1.0945... Generator Loss: 1.0928
Epoch 1/1... Discriminator Loss: 1.2637... Generator Loss: 1.8407
Epoch 1/1... Discriminator Loss: 1.1712... Generator Loss: 0.9018
Epoch 1/1... Discriminator Loss: 1.1239... Generator Loss: 1.0277
Epoch 1/1... Discriminator Loss: 1.1067... Generator Loss: 1.1068
Epoch 1/1... Discriminator Loss: 1.2249... Generator Loss: 0.8792
Epoch 1/1... Discriminator Loss: 1.0467... Generator Loss: 0.9402
Epoch 1/1... Discriminator Loss: 1.0272... Generator Loss: 0.9795
Epoch 1/1... Discriminator Loss: 1.2264... Generator Loss: 1.2521
Epoch 1/1... Discriminator Loss: 1.0994... Generator Loss: 0.9847
Epoch 1/1... Discriminator Loss: 1.2430... Generator Loss: 1.6613
Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.2763
Epoch 1/1... Discriminator Loss: 1.0919... Generator Loss: 0.9672
Epoch 1/1... Discriminator Loss: 1.2323... Generator Loss: 0.7597
Epoch 1/1... Discriminator Loss: 1.2851... Generator Loss: 0.7491
Epoch 1/1... Discriminator Loss: 0.8799... Generator Loss: 1.5973
Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 1.2835
Epoch 1/1... Discriminator Loss: 1.1909... Generator Loss: 0.9331
Epoch 1/1... Discriminator Loss: 1.1268... Generator Loss: 0.8600
Epoch 1/1... Discriminator Loss: 1.1455... Generator Loss: 0.9089
Epoch 1/1... Discriminator Loss: 1.0198... Generator Loss: 1.0060
Epoch 1/1... Discriminator Loss: 1.0373... Generator Loss: 1.5732
Epoch 1/1... Discriminator Loss: 1.0429... Generator Loss: 1.2664
Epoch 1/1... Discriminator Loss: 1.1600... Generator Loss: 0.7534
Epoch 1/1... Discriminator Loss: 1.1470... Generator Loss: 0.9617
Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 1.7709
Epoch 1/1... Discriminator Loss: 1.3915... Generator Loss: 2.2131
Epoch 1/1... Discriminator Loss: 1.0590... Generator Loss: 1.1684
Epoch 1/1... Discriminator Loss: 1.1924... Generator Loss: 1.4149
Epoch 1/1... Discriminator Loss: 1.2028... Generator Loss: 1.8883
Epoch 1/1... Discriminator Loss: 1.2064... Generator Loss: 0.8795
Epoch 1/1... Discriminator Loss: 0.9928... Generator Loss: 1.0625
Epoch 1/1... Discriminator Loss: 1.1753... Generator Loss: 0.8638
Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 1.2148
Epoch 1/1... Discriminator Loss: 1.0308... Generator Loss: 1.5173
Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.1110
Epoch 1/1... Discriminator Loss: 1.3281... Generator Loss: 0.6510
Epoch 1/1... Discriminator Loss: 1.1014... Generator Loss: 1.1137
Epoch 1/1... Discriminator Loss: 1.0948... Generator Loss: 1.0128
Epoch 1/1... Discriminator Loss: 1.3031... Generator Loss: 0.6342
Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 1.2632
Epoch 1/1... Discriminator Loss: 1.1365... Generator Loss: 0.7295
Epoch 1/1... Discriminator Loss: 1.1245... Generator Loss: 1.3899
Epoch 1/1... Discriminator Loss: 1.3481... Generator Loss: 0.9958
Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 1.1147
Epoch 1/1... Discriminator Loss: 1.0922... Generator Loss: 1.1794
Epoch 1/1... Discriminator Loss: 1.1424... Generator Loss: 0.8423
Epoch 1/1... Discriminator Loss: 1.0497... Generator Loss: 1.3058
Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 1.5384
Epoch 1/1... Discriminator Loss: 1.0915... Generator Loss: 0.9315
Epoch 1/1... Discriminator Loss: 1.0481... Generator Loss: 0.8750
Epoch 1/1... Discriminator Loss: 1.0948... Generator Loss: 1.2974
Epoch 1/1... Discriminator Loss: 1.0000... Generator Loss: 1.1062
Epoch 1/1... Discriminator Loss: 1.0465... Generator Loss: 1.5388
Epoch 1/1... Discriminator Loss: 1.2085... Generator Loss: 0.7242
Epoch 1/1... Discriminator Loss: 1.6276... Generator Loss: 0.4974
Epoch 1/1... Discriminator Loss: 1.3349... Generator Loss: 0.6145
Epoch 1/1... Discriminator Loss: 0.9606... Generator Loss: 1.2320
Epoch 1/1... Discriminator Loss: 1.3445... Generator Loss: 1.2637
Epoch 1/1... Discriminator Loss: 1.1335... Generator Loss: 0.9782
Epoch 1/1... Discriminator Loss: 0.9851... Generator Loss: 1.4507
Epoch 1/1... Discriminator Loss: 1.6915... Generator Loss: 0.3633
Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.6620
Epoch 1/1... Discriminator Loss: 1.1681... Generator Loss: 1.2463
Epoch 1/1... Discriminator Loss: 1.0563... Generator Loss: 1.0379
Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 1.0424
Epoch 1/1... Discriminator Loss: 1.1475... Generator Loss: 0.9156
Epoch 1/1... Discriminator Loss: 1.3419... Generator Loss: 0.6809
Epoch 1/1... Discriminator Loss: 1.1211... Generator Loss: 0.8806
Epoch 1/1... Discriminator Loss: 1.0552... Generator Loss: 1.1009
Epoch 1/1... Discriminator Loss: 0.9474... Generator Loss: 1.1260
Epoch 1/1... Discriminator Loss: 1.0729... Generator Loss: 1.3811
Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.4209
Epoch 1/1... Discriminator Loss: 1.1835... Generator Loss: 1.4385
Epoch 1/1... Discriminator Loss: 0.9845... Generator Loss: 1.2372
Epoch 1/1... Discriminator Loss: 1.0660... Generator Loss: 1.0923
Epoch 1/1... Discriminator Loss: 1.1159... Generator Loss: 1.3164
Epoch 1/1... Discriminator Loss: 0.9450... Generator Loss: 1.0692
Epoch 1/1... Discriminator Loss: 1.0486... Generator Loss: 1.1529
Epoch 1/1... Discriminator Loss: 1.1136... Generator Loss: 0.9915
Epoch 1/1... Discriminator Loss: 1.0726... Generator Loss: 1.3140
Epoch 1/1... Discriminator Loss: 1.3340... Generator Loss: 0.9623
Epoch 1/1... Discriminator Loss: 1.0702... Generator Loss: 1.3398
Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 1.9048
Epoch 1/1... Discriminator Loss: 1.1102... Generator Loss: 1.2730
Epoch 1/1... Discriminator Loss: 1.1225... Generator Loss: 0.9314
Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 1.0217
Epoch 1/1... Discriminator Loss: 1.1047... Generator Loss: 1.0281
Epoch 1/1... Discriminator Loss: 1.0436... Generator Loss: 1.2523
Epoch 1/1... Discriminator Loss: 0.9154... Generator Loss: 1.5884
Epoch 1/1... Discriminator Loss: 1.1187... Generator Loss: 0.9178
Epoch 1/1... Discriminator Loss: 1.5072... Generator Loss: 0.5309
Epoch 1/1... Discriminator Loss: 1.2597... Generator Loss: 0.8223
Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 1.1716
Epoch 1/1... Discriminator Loss: 1.1078... Generator Loss: 1.6589
Epoch 1/1... Discriminator Loss: 1.1243... Generator Loss: 0.9440
Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 1.6922
Epoch 1/1... Discriminator Loss: 1.1298... Generator Loss: 1.1449
Epoch 1/1... Discriminator Loss: 1.0598... Generator Loss: 1.1741
Epoch 1/1... Discriminator Loss: 1.0420... Generator Loss: 0.9649
Epoch 1/1... Discriminator Loss: 1.2063... Generator Loss: 0.9515
Epoch 1/1... Discriminator Loss: 1.0992... Generator Loss: 0.7948
Epoch 1/1... Discriminator Loss: 1.1504... Generator Loss: 0.8036
Epoch 1/1... Discriminator Loss: 1.0981... Generator Loss: 1.5409
Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 1.1378
Epoch 1/1... Discriminator Loss: 1.1549... Generator Loss: 1.2291
Epoch 1/1... Discriminator Loss: 1.1217... Generator Loss: 0.8301
Epoch 1/1... Discriminator Loss: 1.0581... Generator Loss: 0.8859
Epoch 1/1... Discriminator Loss: 1.1065... Generator Loss: 1.7105
Epoch 1/1... Discriminator Loss: 1.0738... Generator Loss: 1.6600
Epoch 1/1... Discriminator Loss: 1.1249... Generator Loss: 1.1352
Epoch 1/1... Discriminator Loss: 1.0524... Generator Loss: 1.3121
Epoch 1/1... Discriminator Loss: 1.2849... Generator Loss: 0.5580
Epoch 1/1... Discriminator Loss: 1.4157... Generator Loss: 0.6343
Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 0.9426
Epoch 1/1... Discriminator Loss: 1.0406... Generator Loss: 1.4511
Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 0.8997
Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 1.1940
Epoch 1/1... Discriminator Loss: 1.0241... Generator Loss: 1.1774
Epoch 1/1... Discriminator Loss: 0.9639... Generator Loss: 1.3151
Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 1.2052
Epoch 1/1... Discriminator Loss: 0.9434... Generator Loss: 1.0491
Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.6993
Epoch 1/1... Discriminator Loss: 1.3263... Generator Loss: 0.6910
Epoch 1/1... Discriminator Loss: 1.0460... Generator Loss: 1.1246
Epoch 1/1... Discriminator Loss: 1.3564... Generator Loss: 0.6528
Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 0.9916
Epoch 1/1... Discriminator Loss: 1.1129... Generator Loss: 1.1316
Epoch 1/1... Discriminator Loss: 1.1879... Generator Loss: 1.2375
Epoch 1/1... Discriminator Loss: 1.2813... Generator Loss: 0.6957
Epoch 1/1... Discriminator Loss: 1.2602... Generator Loss: 0.8119
Epoch 1/1... Discriminator Loss: 1.2341... Generator Loss: 1.5370
Epoch 1/1... Discriminator Loss: 1.2014... Generator Loss: 0.8849
Epoch 1/1... Discriminator Loss: 1.0499... Generator Loss: 1.1283
Epoch 1/1... Discriminator Loss: 1.3343... Generator Loss: 1.8310
Epoch 1/1... Discriminator Loss: 1.4105... Generator Loss: 2.0591
Epoch 1/1... Discriminator Loss: 1.2406... Generator Loss: 0.7899
Epoch 1/1... Discriminator Loss: 1.0651... Generator Loss: 1.0616
Epoch 1/1... Discriminator Loss: 1.2014... Generator Loss: 0.8986
Epoch 1/1... Discriminator Loss: 1.4671... Generator Loss: 1.9952
In [20]:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.7371... Generator Loss: 1.7787
Epoch 1/1... Discriminator Loss: 0.4759... Generator Loss: 3.3086
Epoch 1/1... Discriminator Loss: 0.4658... Generator Loss: 2.7688
Epoch 1/1... Discriminator Loss: 0.4334... Generator Loss: 5.3793
Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 4.6543
Epoch 1/1... Discriminator Loss: 1.1592... Generator Loss: 0.8350
Epoch 1/1... Discriminator Loss: 0.6426... Generator Loss: 4.5953
Epoch 1/1... Discriminator Loss: 0.7912... Generator Loss: 2.1923
Epoch 1/1... Discriminator Loss: 0.7453... Generator Loss: 2.4518
Epoch 1/1... Discriminator Loss: 0.7311... Generator Loss: 2.0944
Epoch 1/1... Discriminator Loss: 0.6240... Generator Loss: 2.2524
Epoch 1/1... Discriminator Loss: 0.8009... Generator Loss: 1.5200
Epoch 1/1... Discriminator Loss: 0.9443... Generator Loss: 1.2556
Epoch 1/1... Discriminator Loss: 1.3114... Generator Loss: 0.6935
Epoch 1/1... Discriminator Loss: 0.7537... Generator Loss: 1.3595
Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 1.5385
Epoch 1/1... Discriminator Loss: 0.7630... Generator Loss: 2.2631
Epoch 1/1... Discriminator Loss: 0.5367... Generator Loss: 3.3166
Epoch 1/1... Discriminator Loss: 0.8422... Generator Loss: 1.1509
Epoch 1/1... Discriminator Loss: 0.5976... Generator Loss: 2.6608
Epoch 1/1... Discriminator Loss: 0.7207... Generator Loss: 2.8354
Epoch 1/1... Discriminator Loss: 0.9611... Generator Loss: 1.0999
Epoch 1/1... Discriminator Loss: 0.5715... Generator Loss: 2.8661
Epoch 1/1... Discriminator Loss: 0.6845... Generator Loss: 1.8596
Epoch 1/1... Discriminator Loss: 0.6710... Generator Loss: 2.0588
Epoch 1/1... Discriminator Loss: 0.6177... Generator Loss: 1.9605
Epoch 1/1... Discriminator Loss: 0.7873... Generator Loss: 1.5447
Epoch 1/1... Discriminator Loss: 0.5343... Generator Loss: 1.9579
Epoch 1/1... Discriminator Loss: 0.6476... Generator Loss: 3.4353
Epoch 1/1... Discriminator Loss: 1.6954... Generator Loss: 0.4250
Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 3.1283
Epoch 1/1... Discriminator Loss: 1.1447... Generator Loss: 3.2964
Epoch 1/1... Discriminator Loss: 0.6808... Generator Loss: 2.4976
Epoch 1/1... Discriminator Loss: 0.9664... Generator Loss: 3.8683
Epoch 1/1... Discriminator Loss: 0.6714... Generator Loss: 1.7359
Epoch 1/1... Discriminator Loss: 0.8319... Generator Loss: 1.3740
Epoch 1/1... Discriminator Loss: 1.0148... Generator Loss: 3.7905
Epoch 1/1... Discriminator Loss: 0.9203... Generator Loss: 0.8703
Epoch 1/1... Discriminator Loss: 1.4301... Generator Loss: 0.4950
Epoch 1/1... Discriminator Loss: 0.7030... Generator Loss: 2.7885
Epoch 1/1... Discriminator Loss: 0.7004... Generator Loss: 1.5630
Epoch 1/1... Discriminator Loss: 0.7195... Generator Loss: 1.6754
Epoch 1/1... Discriminator Loss: 1.7054... Generator Loss: 4.2270
Epoch 1/1... Discriminator Loss: 0.7037... Generator Loss: 2.0809
Epoch 1/1... Discriminator Loss: 0.7910... Generator Loss: 1.4115
Epoch 1/1... Discriminator Loss: 1.0533... Generator Loss: 2.9457
Epoch 1/1... Discriminator Loss: 1.4433... Generator Loss: 0.5614
Epoch 1/1... Discriminator Loss: 0.9386... Generator Loss: 1.0078
Epoch 1/1... Discriminator Loss: 0.9752... Generator Loss: 1.3638
Epoch 1/1... Discriminator Loss: 0.7669... Generator Loss: 1.4044
Epoch 1/1... Discriminator Loss: 1.0793... Generator Loss: 1.1170
Epoch 1/1... Discriminator Loss: 0.8739... Generator Loss: 2.2626
Epoch 1/1... Discriminator Loss: 0.6462... Generator Loss: 1.8903
Epoch 1/1... Discriminator Loss: 0.9826... Generator Loss: 1.0922
Epoch 1/1... Discriminator Loss: 0.9554... Generator Loss: 1.3091
Epoch 1/1... Discriminator Loss: 0.7659... Generator Loss: 1.4737
Epoch 1/1... Discriminator Loss: 1.2470... Generator Loss: 0.7080
Epoch 1/1... Discriminator Loss: 0.9235... Generator Loss: 1.0257
Epoch 1/1... Discriminator Loss: 1.2344... Generator Loss: 0.9606
Epoch 1/1... Discriminator Loss: 1.3530... Generator Loss: 0.5567
Epoch 1/1... Discriminator Loss: 1.2651... Generator Loss: 0.8892
Epoch 1/1... Discriminator Loss: 0.8433... Generator Loss: 2.0689
Epoch 1/1... Discriminator Loss: 0.9928... Generator Loss: 1.1679
Epoch 1/1... Discriminator Loss: 1.2500... Generator Loss: 0.6639
Epoch 1/1... Discriminator Loss: 0.8824... Generator Loss: 1.4495
Epoch 1/1... Discriminator Loss: 0.7818... Generator Loss: 2.1333
Epoch 1/1... Discriminator Loss: 1.0023... Generator Loss: 1.2032
Epoch 1/1... Discriminator Loss: 1.2265... Generator Loss: 2.9611
Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.7822
Epoch 1/1... Discriminator Loss: 1.1810... Generator Loss: 0.8275
Epoch 1/1... Discriminator Loss: 0.9042... Generator Loss: 1.3984
Epoch 1/1... Discriminator Loss: 0.9667... Generator Loss: 1.2758
Epoch 1/1... Discriminator Loss: 1.0344... Generator Loss: 1.0434
Epoch 1/1... Discriminator Loss: 1.1944... Generator Loss: 1.8978
Epoch 1/1... Discriminator Loss: 0.8921... Generator Loss: 1.6524
Epoch 1/1... Discriminator Loss: 1.2000... Generator Loss: 0.8180
Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 0.6037
Epoch 1/1... Discriminator Loss: 0.9620... Generator Loss: 2.2522
Epoch 1/1... Discriminator Loss: 0.8278... Generator Loss: 1.3123
Epoch 1/1... Discriminator Loss: 1.0566... Generator Loss: 1.2528
Epoch 1/1... Discriminator Loss: 1.1234... Generator Loss: 1.4034
Epoch 1/1... Discriminator Loss: 1.1624... Generator Loss: 1.1172
Epoch 1/1... Discriminator Loss: 1.3068... Generator Loss: 0.7820
Epoch 1/1... Discriminator Loss: 0.9678... Generator Loss: 1.6460
Epoch 1/1... Discriminator Loss: 1.1192... Generator Loss: 0.9455
Epoch 1/1... Discriminator Loss: 1.6444... Generator Loss: 0.4362
Epoch 1/1... Discriminator Loss: 0.9775... Generator Loss: 1.2653
Epoch 1/1... Discriminator Loss: 1.4915... Generator Loss: 0.7801
Epoch 1/1... Discriminator Loss: 1.1775... Generator Loss: 1.0346
Epoch 1/1... Discriminator Loss: 1.1573... Generator Loss: 1.1757
Epoch 1/1... Discriminator Loss: 1.2513... Generator Loss: 0.9189
Epoch 1/1... Discriminator Loss: 1.0506... Generator Loss: 1.2094
Epoch 1/1... Discriminator Loss: 0.9360... Generator Loss: 1.7423
Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 1.2224
Epoch 1/1... Discriminator Loss: 1.0305... Generator Loss: 0.9962
Epoch 1/1... Discriminator Loss: 0.9413... Generator Loss: 1.1845
Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.6599
Epoch 1/1... Discriminator Loss: 1.1248... Generator Loss: 1.6019
Epoch 1/1... Discriminator Loss: 0.9863... Generator Loss: 1.0684
Epoch 1/1... Discriminator Loss: 1.0681... Generator Loss: 1.6369
Epoch 1/1... Discriminator Loss: 1.1072... Generator Loss: 1.2743
Epoch 1/1... Discriminator Loss: 1.1055... Generator Loss: 1.0116
Epoch 1/1... Discriminator Loss: 0.9578... Generator Loss: 1.3165
Epoch 1/1... Discriminator Loss: 0.9647... Generator Loss: 1.5768
Epoch 1/1... Discriminator Loss: 0.9860... Generator Loss: 1.3691
Epoch 1/1... Discriminator Loss: 0.9532... Generator Loss: 1.1501
Epoch 1/1... Discriminator Loss: 0.9083... Generator Loss: 1.1946
Epoch 1/1... Discriminator Loss: 1.0515... Generator Loss: 1.3401
Epoch 1/1... Discriminator Loss: 0.9502... Generator Loss: 1.5810
Epoch 1/1... Discriminator Loss: 1.1390... Generator Loss: 0.6830
Epoch 1/1... Discriminator Loss: 1.1278... Generator Loss: 1.1859
Epoch 1/1... Discriminator Loss: 1.1583... Generator Loss: 1.7529
Epoch 1/1... Discriminator Loss: 1.2490... Generator Loss: 0.8179
Epoch 1/1... Discriminator Loss: 1.1364... Generator Loss: 0.9461
Epoch 1/1... Discriminator Loss: 0.8733... Generator Loss: 1.6313
Epoch 1/1... Discriminator Loss: 1.0347... Generator Loss: 1.5243
Epoch 1/1... Discriminator Loss: 1.3158... Generator Loss: 0.7097
Epoch 1/1... Discriminator Loss: 1.0244... Generator Loss: 1.1108
Epoch 1/1... Discriminator Loss: 1.0234... Generator Loss: 1.4373
Epoch 1/1... Discriminator Loss: 1.0562... Generator Loss: 1.1945
Epoch 1/1... Discriminator Loss: 1.1854... Generator Loss: 0.7815
Epoch 1/1... Discriminator Loss: 0.9549... Generator Loss: 1.1292
Epoch 1/1... Discriminator Loss: 1.1067... Generator Loss: 0.8725
Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 1.6038
Epoch 1/1... Discriminator Loss: 0.9975... Generator Loss: 1.6429
Epoch 1/1... Discriminator Loss: 1.0074... Generator Loss: 1.4692
Epoch 1/1... Discriminator Loss: 0.9992... Generator Loss: 1.1792
Epoch 1/1... Discriminator Loss: 1.0825... Generator Loss: 0.9619
Epoch 1/1... Discriminator Loss: 1.1264... Generator Loss: 0.8643
Epoch 1/1... Discriminator Loss: 1.2159... Generator Loss: 0.6342
Epoch 1/1... Discriminator Loss: 0.9261... Generator Loss: 1.5111
Epoch 1/1... Discriminator Loss: 1.0683... Generator Loss: 1.0494
Epoch 1/1... Discriminator Loss: 1.0277... Generator Loss: 1.3028
Epoch 1/1... Discriminator Loss: 1.0914... Generator Loss: 1.2772
Epoch 1/1... Discriminator Loss: 1.4498... Generator Loss: 0.4842
Epoch 1/1... Discriminator Loss: 1.2119... Generator Loss: 0.7885
Epoch 1/1... Discriminator Loss: 1.1712... Generator Loss: 0.9627
Epoch 1/1... Discriminator Loss: 1.1794... Generator Loss: 0.9380
Epoch 1/1... Discriminator Loss: 1.2123... Generator Loss: 2.0007
Epoch 1/1... Discriminator Loss: 1.1408... Generator Loss: 1.0004
Epoch 1/1... Discriminator Loss: 1.3394... Generator Loss: 0.8497
Epoch 1/1... Discriminator Loss: 1.0113... Generator Loss: 1.0419
Epoch 1/1... Discriminator Loss: 1.0365... Generator Loss: 1.1917
Epoch 1/1... Discriminator Loss: 1.2349... Generator Loss: 0.8130
Epoch 1/1... Discriminator Loss: 0.8578... Generator Loss: 1.2843
Epoch 1/1... Discriminator Loss: 1.2635... Generator Loss: 0.8617
Epoch 1/1... Discriminator Loss: 1.1109... Generator Loss: 0.9541
Epoch 1/1... Discriminator Loss: 1.0067... Generator Loss: 0.9558
Epoch 1/1... Discriminator Loss: 1.2468... Generator Loss: 0.9049
Epoch 1/1... Discriminator Loss: 0.9354... Generator Loss: 1.8833
Epoch 1/1... Discriminator Loss: 0.9992... Generator Loss: 0.9251
Epoch 1/1... Discriminator Loss: 1.1085... Generator Loss: 0.9031
Epoch 1/1... Discriminator Loss: 0.9974... Generator Loss: 1.0837
Epoch 1/1... Discriminator Loss: 1.1273... Generator Loss: 0.8768
Epoch 1/1... Discriminator Loss: 1.0834... Generator Loss: 0.9542
Epoch 1/1... Discriminator Loss: 1.0468... Generator Loss: 1.1230
Epoch 1/1... Discriminator Loss: 1.3045... Generator Loss: 0.5996
Epoch 1/1... Discriminator Loss: 1.1746... Generator Loss: 1.3953
Epoch 1/1... Discriminator Loss: 1.2415... Generator Loss: 1.0417
Epoch 1/1... Discriminator Loss: 1.0400... Generator Loss: 1.3028
Epoch 1/1... Discriminator Loss: 0.8573... Generator Loss: 1.6166
Epoch 1/1... Discriminator Loss: 1.0998... Generator Loss: 1.2876
Epoch 1/1... Discriminator Loss: 0.9861... Generator Loss: 1.1165
Epoch 1/1... Discriminator Loss: 1.0213... Generator Loss: 1.5788
Epoch 1/1... Discriminator Loss: 1.2248... Generator Loss: 0.9391
Epoch 1/1... Discriminator Loss: 1.0546... Generator Loss: 1.2108
Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.8472
Epoch 1/1... Discriminator Loss: 1.1815... Generator Loss: 0.7838
Epoch 1/1... Discriminator Loss: 1.0439... Generator Loss: 1.0120
Epoch 1/1... Discriminator Loss: 0.9183... Generator Loss: 1.3669
Epoch 1/1... Discriminator Loss: 0.9656... Generator Loss: 1.4760
Epoch 1/1... Discriminator Loss: 0.9821... Generator Loss: 1.1828
Epoch 1/1... Discriminator Loss: 1.1887... Generator Loss: 0.9695
Epoch 1/1... Discriminator Loss: 1.1351... Generator Loss: 1.1150
Epoch 1/1... Discriminator Loss: 1.0754... Generator Loss: 1.3052
Epoch 1/1... Discriminator Loss: 1.1200... Generator Loss: 0.8214
Epoch 1/1... Discriminator Loss: 1.0728... Generator Loss: 1.2116
Epoch 1/1... Discriminator Loss: 1.1247... Generator Loss: 1.0703
Epoch 1/1... Discriminator Loss: 1.1458... Generator Loss: 1.3964
Epoch 1/1... Discriminator Loss: 0.9786... Generator Loss: 0.9562
Epoch 1/1... Discriminator Loss: 1.0491... Generator Loss: 0.8082
Epoch 1/1... Discriminator Loss: 1.1876... Generator Loss: 1.0200
Epoch 1/1... Discriminator Loss: 1.1810... Generator Loss: 1.3379
Epoch 1/1... Discriminator Loss: 1.1174... Generator Loss: 1.3590
Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.8573
Epoch 1/1... Discriminator Loss: 0.9727... Generator Loss: 1.5527
Epoch 1/1... Discriminator Loss: 0.9902... Generator Loss: 1.1245
Epoch 1/1... Discriminator Loss: 1.0859... Generator Loss: 0.9363
Epoch 1/1... Discriminator Loss: 1.0102... Generator Loss: 1.2811
Epoch 1/1... Discriminator Loss: 1.1737... Generator Loss: 1.0866
Epoch 1/1... Discriminator Loss: 1.0581... Generator Loss: 1.0163
Epoch 1/1... Discriminator Loss: 0.8883... Generator Loss: 1.1561
Epoch 1/1... Discriminator Loss: 0.9452... Generator Loss: 1.1696
Epoch 1/1... Discriminator Loss: 1.0587... Generator Loss: 1.1324
Epoch 1/1... Discriminator Loss: 1.0267... Generator Loss: 1.4268
Epoch 1/1... Discriminator Loss: 0.9175... Generator Loss: 1.2270
Epoch 1/1... Discriminator Loss: 1.3441... Generator Loss: 1.7134
Epoch 1/1... Discriminator Loss: 0.9853... Generator Loss: 1.2744
Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 1.2132
Epoch 1/1... Discriminator Loss: 0.9197... Generator Loss: 1.6062
Epoch 1/1... Discriminator Loss: 1.0409... Generator Loss: 1.2345
Epoch 1/1... Discriminator Loss: 0.9272... Generator Loss: 1.4900
Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.7623
Epoch 1/1... Discriminator Loss: 0.8729... Generator Loss: 1.1504
Epoch 1/1... Discriminator Loss: 1.0128... Generator Loss: 1.4004
Epoch 1/1... Discriminator Loss: 1.0629... Generator Loss: 1.0095
Epoch 1/1... Discriminator Loss: 1.0283... Generator Loss: 0.8395
Epoch 1/1... Discriminator Loss: 1.3029... Generator Loss: 0.6536
Epoch 1/1... Discriminator Loss: 1.0549... Generator Loss: 1.0898
Epoch 1/1... Discriminator Loss: 1.1243... Generator Loss: 0.7746
Epoch 1/1... Discriminator Loss: 0.8182... Generator Loss: 1.9311
Epoch 1/1... Discriminator Loss: 1.0069... Generator Loss: 1.1283
Epoch 1/1... Discriminator Loss: 0.9113... Generator Loss: 1.5810
Epoch 1/1... Discriminator Loss: 1.0693... Generator Loss: 0.8423
Epoch 1/1... Discriminator Loss: 1.1264... Generator Loss: 1.4427
Epoch 1/1... Discriminator Loss: 1.0823... Generator Loss: 1.0597
Epoch 1/1... Discriminator Loss: 0.9377... Generator Loss: 1.2126
Epoch 1/1... Discriminator Loss: 1.0883... Generator Loss: 1.1053
Epoch 1/1... Discriminator Loss: 0.9080... Generator Loss: 1.1478
Epoch 1/1... Discriminator Loss: 1.0151... Generator Loss: 1.4046
Epoch 1/1... Discriminator Loss: 1.1944... Generator Loss: 0.6587
Epoch 1/1... Discriminator Loss: 1.2780... Generator Loss: 0.8334
Epoch 1/1... Discriminator Loss: 1.1011... Generator Loss: 0.8729
Epoch 1/1... Discriminator Loss: 1.1391... Generator Loss: 0.8292
Epoch 1/1... Discriminator Loss: 1.1433... Generator Loss: 0.7578
Epoch 1/1... Discriminator Loss: 1.0553... Generator Loss: 1.1754
Epoch 1/1... Discriminator Loss: 0.9750... Generator Loss: 1.1999
Epoch 1/1... Discriminator Loss: 1.3887... Generator Loss: 0.6532
Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 1.1826
Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 1.1432
Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 1.6484
Epoch 1/1... Discriminator Loss: 1.0746... Generator Loss: 0.8757
Epoch 1/1... Discriminator Loss: 1.1073... Generator Loss: 0.9357
Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 0.8755
Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 0.9117
Epoch 1/1... Discriminator Loss: 1.1633... Generator Loss: 0.7201
Epoch 1/1... Discriminator Loss: 1.2882... Generator Loss: 0.6593
Epoch 1/1... Discriminator Loss: 1.0019... Generator Loss: 1.2970
Epoch 1/1... Discriminator Loss: 0.8242... Generator Loss: 1.2527
Epoch 1/1... Discriminator Loss: 1.0310... Generator Loss: 1.1882
Epoch 1/1... Discriminator Loss: 1.1274... Generator Loss: 0.8834
Epoch 1/1... Discriminator Loss: 1.2536... Generator Loss: 1.0725
Epoch 1/1... Discriminator Loss: 0.9851... Generator Loss: 1.5453
Epoch 1/1... Discriminator Loss: 1.2863... Generator Loss: 0.7321
Epoch 1/1... Discriminator Loss: 1.0920... Generator Loss: 0.9836
Epoch 1/1... Discriminator Loss: 0.8644... Generator Loss: 1.3765
Epoch 1/1... Discriminator Loss: 1.0319... Generator Loss: 0.9351
Epoch 1/1... Discriminator Loss: 0.8909... Generator Loss: 1.2843
Epoch 1/1... Discriminator Loss: 1.0608... Generator Loss: 1.5672
Epoch 1/1... Discriminator Loss: 0.9654... Generator Loss: 0.9381
Epoch 1/1... Discriminator Loss: 0.9626... Generator Loss: 0.9140
Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 1.2259
Epoch 1/1... Discriminator Loss: 1.0053... Generator Loss: 1.1427
Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 1.3665
Epoch 1/1... Discriminator Loss: 1.1049... Generator Loss: 0.7422
Epoch 1/1... Discriminator Loss: 0.9744... Generator Loss: 1.1763
Epoch 1/1... Discriminator Loss: 1.2176... Generator Loss: 1.0747
Epoch 1/1... Discriminator Loss: 0.9944... Generator Loss: 0.9771
Epoch 1/1... Discriminator Loss: 1.3410... Generator Loss: 0.5209
Epoch 1/1... Discriminator Loss: 0.8912... Generator Loss: 1.2434
Epoch 1/1... Discriminator Loss: 0.9530... Generator Loss: 0.8825
Epoch 1/1... Discriminator Loss: 1.1050... Generator Loss: 0.9020
Epoch 1/1... Discriminator Loss: 0.8957... Generator Loss: 1.3168
Epoch 1/1... Discriminator Loss: 0.7798... Generator Loss: 1.5919
Epoch 1/1... Discriminator Loss: 1.2005... Generator Loss: 0.8452
Epoch 1/1... Discriminator Loss: 1.2235... Generator Loss: 1.9027
Epoch 1/1... Discriminator Loss: 1.0455... Generator Loss: 1.1291
Epoch 1/1... Discriminator Loss: 0.9280... Generator Loss: 1.1097
Epoch 1/1... Discriminator Loss: 0.9609... Generator Loss: 0.9884
Epoch 1/1... Discriminator Loss: 0.9788... Generator Loss: 1.1466
Epoch 1/1... Discriminator Loss: 0.9853... Generator Loss: 1.0824
Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.7030
Epoch 1/1... Discriminator Loss: 0.9366... Generator Loss: 1.1739
Epoch 1/1... Discriminator Loss: 1.1678... Generator Loss: 0.7415
Epoch 1/1... Discriminator Loss: 1.0397... Generator Loss: 0.9664
Epoch 1/1... Discriminator Loss: 0.7429... Generator Loss: 2.1706
Epoch 1/1... Discriminator Loss: 1.1152... Generator Loss: 1.2635
Epoch 1/1... Discriminator Loss: 1.0309... Generator Loss: 1.1397
Epoch 1/1... Discriminator Loss: 1.1753... Generator Loss: 1.1001
Epoch 1/1... Discriminator Loss: 0.8926... Generator Loss: 1.3911
Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 1.1031
Epoch 1/1... Discriminator Loss: 0.9662... Generator Loss: 1.0195
Epoch 1/1... Discriminator Loss: 1.1149... Generator Loss: 0.9750
Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 1.0656
Epoch 1/1... Discriminator Loss: 1.2777... Generator Loss: 0.7039
Epoch 1/1... Discriminator Loss: 1.2321... Generator Loss: 0.8877
Epoch 1/1... Discriminator Loss: 1.2437... Generator Loss: 0.7607
Epoch 1/1... Discriminator Loss: 1.0847... Generator Loss: 1.0889
Epoch 1/1... Discriminator Loss: 1.0580... Generator Loss: 1.0272
Epoch 1/1... Discriminator Loss: 0.9461... Generator Loss: 1.2665
Epoch 1/1... Discriminator Loss: 1.0677... Generator Loss: 1.4084
Epoch 1/1... Discriminator Loss: 1.1435... Generator Loss: 1.1848
Epoch 1/1... Discriminator Loss: 1.2861... Generator Loss: 0.5913
Epoch 1/1... Discriminator Loss: 1.2185... Generator Loss: 0.7081
Epoch 1/1... Discriminator Loss: 0.9823... Generator Loss: 1.0419
Epoch 1/1... Discriminator Loss: 0.7678... Generator Loss: 1.7136
Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 1.2705
Epoch 1/1... Discriminator Loss: 1.2842... Generator Loss: 0.8400
Epoch 1/1... Discriminator Loss: 0.9194... Generator Loss: 1.4584
Epoch 1/1... Discriminator Loss: 0.8859... Generator Loss: 1.0790
Epoch 1/1... Discriminator Loss: 1.0779... Generator Loss: 1.3922
Epoch 1/1... Discriminator Loss: 0.9805... Generator Loss: 1.1355
Epoch 1/1... Discriminator Loss: 1.0629... Generator Loss: 0.9806
Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 0.9877
Epoch 1/1... Discriminator Loss: 0.9382... Generator Loss: 1.4611
Epoch 1/1... Discriminator Loss: 1.0553... Generator Loss: 1.4117
Epoch 1/1... Discriminator Loss: 1.1424... Generator Loss: 0.8930
Epoch 1/1... Discriminator Loss: 1.2387... Generator Loss: 0.7126
Epoch 1/1... Discriminator Loss: 0.9954... Generator Loss: 2.0623
Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 1.1962
Epoch 1/1... Discriminator Loss: 1.2031... Generator Loss: 0.7055
Epoch 1/1... Discriminator Loss: 1.1598... Generator Loss: 0.7646
Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 0.9966
Epoch 1/1... Discriminator Loss: 1.0695... Generator Loss: 0.8385
Epoch 1/1... Discriminator Loss: 1.0010... Generator Loss: 1.1175
Epoch 1/1... Discriminator Loss: 0.9859... Generator Loss: 1.1973
Epoch 1/1... Discriminator Loss: 1.0299... Generator Loss: 0.7796
Epoch 1/1... Discriminator Loss: 1.0620... Generator Loss: 1.0339
Epoch 1/1... Discriminator Loss: 1.0423... Generator Loss: 0.9037
Epoch 1/1... Discriminator Loss: 0.9025... Generator Loss: 1.3104
Epoch 1/1... Discriminator Loss: 1.1296... Generator Loss: 1.0021
Epoch 1/1... Discriminator Loss: 1.1507... Generator Loss: 1.0086
Epoch 1/1... Discriminator Loss: 0.8613... Generator Loss: 1.3611
Epoch 1/1... Discriminator Loss: 1.1262... Generator Loss: 1.1797
Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 0.9841
Epoch 1/1... Discriminator Loss: 0.9217... Generator Loss: 1.5271
Epoch 1/1... Discriminator Loss: 0.8603... Generator Loss: 1.5298
Epoch 1/1... Discriminator Loss: 1.2321... Generator Loss: 0.8202
Epoch 1/1... Discriminator Loss: 1.0158... Generator Loss: 1.2777
Epoch 1/1... Discriminator Loss: 0.9620... Generator Loss: 1.2723
Epoch 1/1... Discriminator Loss: 0.9332... Generator Loss: 1.0731
Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 0.9268
Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 0.8881
Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 0.8826
Epoch 1/1... Discriminator Loss: 1.0193... Generator Loss: 1.0161
Epoch 1/1... Discriminator Loss: 1.0785... Generator Loss: 0.8787
Epoch 1/1... Discriminator Loss: 1.1050... Generator Loss: 0.7467
Epoch 1/1... Discriminator Loss: 0.8854... Generator Loss: 1.4640
Epoch 1/1... Discriminator Loss: 1.2091... Generator Loss: 1.2561
Epoch 1/1... Discriminator Loss: 0.9419... Generator Loss: 1.3058
Epoch 1/1... Discriminator Loss: 0.9993... Generator Loss: 0.9444
Epoch 1/1... Discriminator Loss: 1.1206... Generator Loss: 1.2265
Epoch 1/1... Discriminator Loss: 0.7110... Generator Loss: 1.8761
Epoch 1/1... Discriminator Loss: 1.0226... Generator Loss: 1.2173
Epoch 1/1... Discriminator Loss: 0.8737... Generator Loss: 1.2949
Epoch 1/1... Discriminator Loss: 1.0630... Generator Loss: 1.0566
Epoch 1/1... Discriminator Loss: 1.0723... Generator Loss: 1.1219
Epoch 1/1... Discriminator Loss: 1.0338... Generator Loss: 0.8978
Epoch 1/1... Discriminator Loss: 0.9738... Generator Loss: 1.2603
Epoch 1/1... Discriminator Loss: 1.0060... Generator Loss: 1.3837
Epoch 1/1... Discriminator Loss: 1.0527... Generator Loss: 0.9672
Epoch 1/1... Discriminator Loss: 0.8521... Generator Loss: 1.3997
Epoch 1/1... Discriminator Loss: 1.0749... Generator Loss: 0.8584
Epoch 1/1... Discriminator Loss: 0.8277... Generator Loss: 1.5555
Epoch 1/1... Discriminator Loss: 0.9553... Generator Loss: 1.3585
Epoch 1/1... Discriminator Loss: 0.8983... Generator Loss: 1.3174
Epoch 1/1... Discriminator Loss: 1.1198... Generator Loss: 1.5171
Epoch 1/1... Discriminator Loss: 0.9360... Generator Loss: 1.1025
Epoch 1/1... Discriminator Loss: 1.0475... Generator Loss: 1.0326
Epoch 1/1... Discriminator Loss: 1.1100... Generator Loss: 0.8236
Epoch 1/1... Discriminator Loss: 1.0889... Generator Loss: 1.1178
Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 1.3011
Epoch 1/1... Discriminator Loss: 0.9052... Generator Loss: 1.1694
Epoch 1/1... Discriminator Loss: 1.1777... Generator Loss: 1.7249
Epoch 1/1... Discriminator Loss: 0.9841... Generator Loss: 1.1009
Epoch 1/1... Discriminator Loss: 0.9017... Generator Loss: 1.3321
Epoch 1/1... Discriminator Loss: 0.8685... Generator Loss: 1.1289
Epoch 1/1... Discriminator Loss: 1.0810... Generator Loss: 0.9619
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 1.0976
Epoch 1/1... Discriminator Loss: 1.0351... Generator Loss: 1.1454
Epoch 1/1... Discriminator Loss: 0.9100... Generator Loss: 1.2579
Epoch 1/1... Discriminator Loss: 0.8484... Generator Loss: 1.5569
Epoch 1/1... Discriminator Loss: 1.1013... Generator Loss: 1.0211
Epoch 1/1... Discriminator Loss: 0.9741... Generator Loss: 0.9452
Epoch 1/1... Discriminator Loss: 1.1910... Generator Loss: 0.9479
Epoch 1/1... Discriminator Loss: 1.0112... Generator Loss: 0.8791
Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 1.1459
Epoch 1/1... Discriminator Loss: 0.9202... Generator Loss: 1.1561
Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 1.3212
Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.9624
Epoch 1/1... Discriminator Loss: 0.9573... Generator Loss: 1.2006
Epoch 1/1... Discriminator Loss: 1.3294... Generator Loss: 0.9736
Epoch 1/1... Discriminator Loss: 0.9160... Generator Loss: 1.3145
Epoch 1/1... Discriminator Loss: 1.3405... Generator Loss: 0.5577
Epoch 1/1... Discriminator Loss: 0.8705... Generator Loss: 1.5704
Epoch 1/1... Discriminator Loss: 0.9933... Generator Loss: 0.8817
Epoch 1/1... Discriminator Loss: 0.9446... Generator Loss: 1.1280
Epoch 1/1... Discriminator Loss: 1.0879... Generator Loss: 1.0880
Epoch 1/1... Discriminator Loss: 1.0582... Generator Loss: 1.1696
Epoch 1/1... Discriminator Loss: 0.9050... Generator Loss: 1.5783
Epoch 1/1... Discriminator Loss: 1.3060... Generator Loss: 0.9642
Epoch 1/1... Discriminator Loss: 1.0054... Generator Loss: 1.6313
Epoch 1/1... Discriminator Loss: 0.9870... Generator Loss: 1.1221
Epoch 1/1... Discriminator Loss: 0.9663... Generator Loss: 1.1937
Epoch 1/1... Discriminator Loss: 0.9659... Generator Loss: 1.3360
Epoch 1/1... Discriminator Loss: 0.8900... Generator Loss: 1.7743
Epoch 1/1... Discriminator Loss: 0.9806... Generator Loss: 0.9440
Epoch 1/1... Discriminator Loss: 1.0346... Generator Loss: 0.9076
Epoch 1/1... Discriminator Loss: 0.8541... Generator Loss: 1.1332
Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 1.4339
Epoch 1/1... Discriminator Loss: 0.9305... Generator Loss: 1.6080
Epoch 1/1... Discriminator Loss: 1.1107... Generator Loss: 0.8843
Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 1.8797
Epoch 1/1... Discriminator Loss: 0.8832... Generator Loss: 1.3666
Epoch 1/1... Discriminator Loss: 1.0599... Generator Loss: 0.8960
Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 1.0174
Epoch 1/1... Discriminator Loss: 0.9074... Generator Loss: 1.1431
Epoch 1/1... Discriminator Loss: 1.3733... Generator Loss: 0.6207
Epoch 1/1... Discriminator Loss: 0.9537... Generator Loss: 1.0011
Epoch 1/1... Discriminator Loss: 1.5986... Generator Loss: 0.7225
Epoch 1/1... Discriminator Loss: 1.0051... Generator Loss: 1.0448
Epoch 1/1... Discriminator Loss: 0.9297... Generator Loss: 1.1788
Epoch 1/1... Discriminator Loss: 0.9273... Generator Loss: 1.4290
Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 1.1199
Epoch 1/1... Discriminator Loss: 0.9998... Generator Loss: 1.0722
Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 1.5495
Epoch 1/1... Discriminator Loss: 0.7971... Generator Loss: 1.8687
Epoch 1/1... Discriminator Loss: 1.0763... Generator Loss: 1.4706
Epoch 1/1... Discriminator Loss: 1.5164... Generator Loss: 0.6723
Epoch 1/1... Discriminator Loss: 0.8055... Generator Loss: 1.4482
Epoch 1/1... Discriminator Loss: 0.9353... Generator Loss: 1.0794
Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 0.9609
Epoch 1/1... Discriminator Loss: 1.0156... Generator Loss: 0.9973
Epoch 1/1... Discriminator Loss: 1.0654... Generator Loss: 1.1519
Epoch 1/1... Discriminator Loss: 1.2136... Generator Loss: 0.7935
Epoch 1/1... Discriminator Loss: 0.9945... Generator Loss: 1.0927
Epoch 1/1... Discriminator Loss: 0.9741... Generator Loss: 1.3616
Epoch 1/1... Discriminator Loss: 1.0252... Generator Loss: 1.8975
Epoch 1/1... Discriminator Loss: 1.0150... Generator Loss: 0.8406
Epoch 1/1... Discriminator Loss: 1.1836... Generator Loss: 1.4359
Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.9768
Epoch 1/1... Discriminator Loss: 1.0952... Generator Loss: 0.8151
Epoch 1/1... Discriminator Loss: 0.7456... Generator Loss: 1.4711
Epoch 1/1... Discriminator Loss: 0.8407... Generator Loss: 1.1035
Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.6578
Epoch 1/1... Discriminator Loss: 1.1053... Generator Loss: 1.1998
Epoch 1/1... Discriminator Loss: 0.8699... Generator Loss: 1.1876
Epoch 1/1... Discriminator Loss: 1.0290... Generator Loss: 0.9347
Epoch 1/1... Discriminator Loss: 0.9250... Generator Loss: 1.4902
Epoch 1/1... Discriminator Loss: 1.1515... Generator Loss: 0.9928
Epoch 1/1... Discriminator Loss: 1.0697... Generator Loss: 1.0210
Epoch 1/1... Discriminator Loss: 1.2812... Generator Loss: 0.6721
Epoch 1/1... Discriminator Loss: 1.1623... Generator Loss: 1.0116
Epoch 1/1... Discriminator Loss: 1.2976... Generator Loss: 0.7522
Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.7792
Epoch 1/1... Discriminator Loss: 0.9345... Generator Loss: 1.2039
Epoch 1/1... Discriminator Loss: 1.0965... Generator Loss: 1.1600
Epoch 1/1... Discriminator Loss: 1.1521... Generator Loss: 0.8443
Epoch 1/1... Discriminator Loss: 1.0316... Generator Loss: 1.0977
Epoch 1/1... Discriminator Loss: 0.8299... Generator Loss: 1.6154
Epoch 1/1... Discriminator Loss: 0.8198... Generator Loss: 1.4736
Epoch 1/1... Discriminator Loss: 1.1945... Generator Loss: 0.6694
Epoch 1/1... Discriminator Loss: 1.5109... Generator Loss: 0.6543
Epoch 1/1... Discriminator Loss: 1.0662... Generator Loss: 1.3596
Epoch 1/1... Discriminator Loss: 1.4047... Generator Loss: 0.4552
Epoch 1/1... Discriminator Loss: 1.0974... Generator Loss: 0.8974
Epoch 1/1... Discriminator Loss: 0.9573... Generator Loss: 0.9564
Epoch 1/1... Discriminator Loss: 1.1474... Generator Loss: 2.1611
Epoch 1/1... Discriminator Loss: 1.1879... Generator Loss: 0.9426
Epoch 1/1... Discriminator Loss: 0.9641... Generator Loss: 1.1031
Epoch 1/1... Discriminator Loss: 0.9636... Generator Loss: 1.7405
Epoch 1/1... Discriminator Loss: 0.8615... Generator Loss: 1.5518
Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.8806
Epoch 1/1... Discriminator Loss: 1.0503... Generator Loss: 1.1353
Epoch 1/1... Discriminator Loss: 0.9906... Generator Loss: 0.8694
Epoch 1/1... Discriminator Loss: 1.2047... Generator Loss: 0.6895
Epoch 1/1... Discriminator Loss: 0.7581... Generator Loss: 1.7542
Epoch 1/1... Discriminator Loss: 0.9107... Generator Loss: 1.5384
Epoch 1/1... Discriminator Loss: 1.1002... Generator Loss: 0.9982
Epoch 1/1... Discriminator Loss: 1.1649... Generator Loss: 0.7573
Epoch 1/1... Discriminator Loss: 1.0229... Generator Loss: 1.1650
Epoch 1/1... Discriminator Loss: 1.0899... Generator Loss: 0.9147
Epoch 1/1... Discriminator Loss: 1.3326... Generator Loss: 0.5643
Epoch 1/1... Discriminator Loss: 0.8845... Generator Loss: 1.8159
Epoch 1/1... Discriminator Loss: 1.6751... Generator Loss: 0.4436
Epoch 1/1... Discriminator Loss: 0.9440... Generator Loss: 0.9114
Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 1.1139
Epoch 1/1... Discriminator Loss: 1.0812... Generator Loss: 1.1545
Epoch 1/1... Discriminator Loss: 0.9761... Generator Loss: 1.4414
Epoch 1/1... Discriminator Loss: 1.0345... Generator Loss: 1.4266
Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 1.0272
Epoch 1/1... Discriminator Loss: 1.1196... Generator Loss: 1.1046
Epoch 1/1... Discriminator Loss: 0.6978... Generator Loss: 1.7025
Epoch 1/1... Discriminator Loss: 1.0906... Generator Loss: 1.2749
Epoch 1/1... Discriminator Loss: 1.0310... Generator Loss: 1.1193
Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.8723
Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 1.1975
Epoch 1/1... Discriminator Loss: 1.0673... Generator Loss: 0.8909
Epoch 1/1... Discriminator Loss: 0.8653... Generator Loss: 1.4890
Epoch 1/1... Discriminator Loss: 1.0504... Generator Loss: 0.7030
Epoch 1/1... Discriminator Loss: 1.0814... Generator Loss: 1.3186
Epoch 1/1... Discriminator Loss: 1.5276... Generator Loss: 0.4608
Epoch 1/1... Discriminator Loss: 0.9213... Generator Loss: 1.1079
Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 1.4090
Epoch 1/1... Discriminator Loss: 1.0537... Generator Loss: 1.7937
Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 1.0581
Epoch 1/1... Discriminator Loss: 1.1101... Generator Loss: 0.9507
Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 1.0927
Epoch 1/1... Discriminator Loss: 0.6767... Generator Loss: 1.7180
Epoch 1/1... Discriminator Loss: 1.0978... Generator Loss: 1.0162
Epoch 1/1... Discriminator Loss: 0.8859... Generator Loss: 1.6233
Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 1.0896
Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.7756
Epoch 1/1... Discriminator Loss: 0.8706... Generator Loss: 1.1278
Epoch 1/1... Discriminator Loss: 0.9115... Generator Loss: 1.3862
Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 0.7358
Epoch 1/1... Discriminator Loss: 1.0126... Generator Loss: 0.9488
Epoch 1/1... Discriminator Loss: 1.0265... Generator Loss: 0.9028
Epoch 1/1... Discriminator Loss: 1.3423... Generator Loss: 0.7251
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 1.1444
Epoch 1/1... Discriminator Loss: 0.7851... Generator Loss: 1.1702
Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 0.9994
Epoch 1/1... Discriminator Loss: 1.1104... Generator Loss: 1.6677
Epoch 1/1... Discriminator Loss: 1.2530... Generator Loss: 0.5523
Epoch 1/1... Discriminator Loss: 1.0605... Generator Loss: 1.3710
Epoch 1/1... Discriminator Loss: 0.8431... Generator Loss: 1.1444
Epoch 1/1... Discriminator Loss: 1.0914... Generator Loss: 0.7430
Epoch 1/1... Discriminator Loss: 1.1215... Generator Loss: 0.9859
Epoch 1/1... Discriminator Loss: 0.9421... Generator Loss: 1.5086
Epoch 1/1... Discriminator Loss: 1.1215... Generator Loss: 1.0021
Epoch 1/1... Discriminator Loss: 1.0309... Generator Loss: 0.8198
Epoch 1/1... Discriminator Loss: 0.7900... Generator Loss: 1.9829
Epoch 1/1... Discriminator Loss: 1.1040... Generator Loss: 1.5649
Epoch 1/1... Discriminator Loss: 0.9343... Generator Loss: 1.2133
Epoch 1/1... Discriminator Loss: 1.0149... Generator Loss: 1.4194
Epoch 1/1... Discriminator Loss: 0.8030... Generator Loss: 1.5389
Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 1.2246
Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 0.9815
Epoch 1/1... Discriminator Loss: 1.0791... Generator Loss: 1.1828
Epoch 1/1... Discriminator Loss: 0.9100... Generator Loss: 1.0332
Epoch 1/1... Discriminator Loss: 0.7165... Generator Loss: 1.5483
Epoch 1/1... Discriminator Loss: 0.9101... Generator Loss: 1.0549
Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 1.1978
Epoch 1/1... Discriminator Loss: 1.0809... Generator Loss: 0.9918
Epoch 1/1... Discriminator Loss: 1.1425... Generator Loss: 0.8795
Epoch 1/1... Discriminator Loss: 1.0672... Generator Loss: 0.9943
Epoch 1/1... Discriminator Loss: 0.8163... Generator Loss: 1.9086
Epoch 1/1... Discriminator Loss: 1.1574... Generator Loss: 1.8065
Epoch 1/1... Discriminator Loss: 1.0576... Generator Loss: 1.0468
Epoch 1/1... Discriminator Loss: 0.9417... Generator Loss: 1.4619
Epoch 1/1... Discriminator Loss: 1.2538... Generator Loss: 0.6404
Epoch 1/1... Discriminator Loss: 0.9876... Generator Loss: 0.9049
Epoch 1/1... Discriminator Loss: 0.8867... Generator Loss: 1.2136
Epoch 1/1... Discriminator Loss: 1.2360... Generator Loss: 1.2388
Epoch 1/1... Discriminator Loss: 1.2175... Generator Loss: 0.6225
Epoch 1/1... Discriminator Loss: 0.5887... Generator Loss: 1.9279
Epoch 1/1... Discriminator Loss: 1.0075... Generator Loss: 1.1141
Epoch 1/1... Discriminator Loss: 1.0577... Generator Loss: 0.9830
Epoch 1/1... Discriminator Loss: 1.0554... Generator Loss: 1.4519
Epoch 1/1... Discriminator Loss: 1.0132... Generator Loss: 2.0496
Epoch 1/1... Discriminator Loss: 0.7903... Generator Loss: 1.6362
Epoch 1/1... Discriminator Loss: 1.0482... Generator Loss: 1.0036
Epoch 1/1... Discriminator Loss: 1.0135... Generator Loss: 1.0452
Epoch 1/1... Discriminator Loss: 1.1745... Generator Loss: 1.2211
Epoch 1/1... Discriminator Loss: 0.9466... Generator Loss: 1.4220
Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 1.0877
Epoch 1/1... Discriminator Loss: 0.7982... Generator Loss: 1.2115
Epoch 1/1... Discriminator Loss: 0.8059... Generator Loss: 1.4364
Epoch 1/1... Discriminator Loss: 0.7190... Generator Loss: 1.9152
Epoch 1/1... Discriminator Loss: 0.7828... Generator Loss: 1.3203
Epoch 1/1... Discriminator Loss: 0.9212... Generator Loss: 1.0695
Epoch 1/1... Discriminator Loss: 0.9115... Generator Loss: 1.6511
Epoch 1/1... Discriminator Loss: 1.1322... Generator Loss: 0.9780
Epoch 1/1... Discriminator Loss: 0.9628... Generator Loss: 1.1087
Epoch 1/1... Discriminator Loss: 1.0031... Generator Loss: 1.5108
Epoch 1/1... Discriminator Loss: 0.9437... Generator Loss: 1.2231
Epoch 1/1... Discriminator Loss: 0.8338... Generator Loss: 1.7859
Epoch 1/1... Discriminator Loss: 0.9873... Generator Loss: 1.1835
Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 1.1945
Epoch 1/1... Discriminator Loss: 0.7775... Generator Loss: 1.7496
Epoch 1/1... Discriminator Loss: 1.1145... Generator Loss: 0.6436
Epoch 1/1... Discriminator Loss: 0.8838... Generator Loss: 1.3813
Epoch 1/1... Discriminator Loss: 0.7561... Generator Loss: 1.8697
Epoch 1/1... Discriminator Loss: 1.0747... Generator Loss: 0.8740
Epoch 1/1... Discriminator Loss: 0.8523... Generator Loss: 1.2444
Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 1.8424
Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 0.9683
Epoch 1/1... Discriminator Loss: 0.9469... Generator Loss: 1.2202
Epoch 1/1... Discriminator Loss: 1.2532... Generator Loss: 0.6455
Epoch 1/1... Discriminator Loss: 1.2104... Generator Loss: 1.2893
Epoch 1/1... Discriminator Loss: 1.3053... Generator Loss: 0.6132
Epoch 1/1... Discriminator Loss: 0.8999... Generator Loss: 1.4370
Epoch 1/1... Discriminator Loss: 0.7247... Generator Loss: 2.0942
Epoch 1/1... Discriminator Loss: 1.2220... Generator Loss: 0.6905
Epoch 1/1... Discriminator Loss: 1.0762... Generator Loss: 1.4450
Epoch 1/1... Discriminator Loss: 1.4722... Generator Loss: 0.4549
Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 0.7802
Epoch 1/1... Discriminator Loss: 1.2011... Generator Loss: 0.6310
Epoch 1/1... Discriminator Loss: 1.0594... Generator Loss: 1.0298
Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 1.3667
Epoch 1/1... Discriminator Loss: 1.1047... Generator Loss: 0.8052
Epoch 1/1... Discriminator Loss: 1.1475... Generator Loss: 0.7184
Epoch 1/1... Discriminator Loss: 1.1430... Generator Loss: 0.7144
Epoch 1/1... Discriminator Loss: 1.1114... Generator Loss: 1.0349
Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 1.3515
Epoch 1/1... Discriminator Loss: 0.8636... Generator Loss: 1.4966
Epoch 1/1... Discriminator Loss: 1.1372... Generator Loss: 1.1481
Epoch 1/1... Discriminator Loss: 1.0982... Generator Loss: 0.9021
Epoch 1/1... Discriminator Loss: 0.8693... Generator Loss: 1.8391
Epoch 1/1... Discriminator Loss: 0.8188... Generator Loss: 1.2864
Epoch 1/1... Discriminator Loss: 1.0037... Generator Loss: 0.9743
Epoch 1/1... Discriminator Loss: 0.8770... Generator Loss: 1.7048
Epoch 1/1... Discriminator Loss: 0.9875... Generator Loss: 0.8326
Epoch 1/1... Discriminator Loss: 1.0184... Generator Loss: 1.2835
Epoch 1/1... Discriminator Loss: 0.9816... Generator Loss: 1.1868
Epoch 1/1... Discriminator Loss: 0.9566... Generator Loss: 1.2210
Epoch 1/1... Discriminator Loss: 1.0524... Generator Loss: 1.0243
Epoch 1/1... Discriminator Loss: 0.9699... Generator Loss: 1.0914
Epoch 1/1... Discriminator Loss: 0.9478... Generator Loss: 0.8896
Epoch 1/1... Discriminator Loss: 0.9546... Generator Loss: 0.9916
Epoch 1/1... Discriminator Loss: 1.2454... Generator Loss: 2.2472
Epoch 1/1... Discriminator Loss: 1.0174... Generator Loss: 0.9386
Epoch 1/1... Discriminator Loss: 1.0615... Generator Loss: 1.1034
Epoch 1/1... Discriminator Loss: 0.9675... Generator Loss: 1.1984
Epoch 1/1... Discriminator Loss: 0.9461... Generator Loss: 1.6243
Epoch 1/1... Discriminator Loss: 1.2400... Generator Loss: 0.8993
Epoch 1/1... Discriminator Loss: 1.1063... Generator Loss: 0.8644
Epoch 1/1... Discriminator Loss: 0.9072... Generator Loss: 1.3867
Epoch 1/1... Discriminator Loss: 0.8107... Generator Loss: 1.6542
Epoch 1/1... Discriminator Loss: 0.8811... Generator Loss: 1.4887
Epoch 1/1... Discriminator Loss: 0.9470... Generator Loss: 1.4063
Epoch 1/1... Discriminator Loss: 1.0329... Generator Loss: 0.8853
Epoch 1/1... Discriminator Loss: 1.1900... Generator Loss: 0.7673
Epoch 1/1... Discriminator Loss: 0.8639... Generator Loss: 1.1514
Epoch 1/1... Discriminator Loss: 1.0933... Generator Loss: 0.8897
Epoch 1/1... Discriminator Loss: 0.8673... Generator Loss: 1.7352
Epoch 1/1... Discriminator Loss: 0.9053... Generator Loss: 1.4708
Epoch 1/1... Discriminator Loss: 1.1044... Generator Loss: 1.6882
Epoch 1/1... Discriminator Loss: 1.0007... Generator Loss: 1.3879
Epoch 1/1... Discriminator Loss: 0.8637... Generator Loss: 1.4701
Epoch 1/1... Discriminator Loss: 1.0462... Generator Loss: 0.8016
Epoch 1/1... Discriminator Loss: 0.9214... Generator Loss: 1.2193
Epoch 1/1... Discriminator Loss: 0.9887... Generator Loss: 1.0533
In [ ]:
batch_size = 32
z_dim = 100
learning_rate = 0.0008
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.7663... Generator Loss: 17.5749
Epoch 1/2... Discriminator Loss: 0.6147... Generator Loss: 2.4442
Epoch 1/2... Discriminator Loss: 0.5449... Generator Loss: 3.7069
Epoch 1/2... Discriminator Loss: 1.4321... Generator Loss: 0.7816
Epoch 1/2... Discriminator Loss: 1.3488... Generator Loss: 1.4384
Epoch 1/2... Discriminator Loss: 1.3971... Generator Loss: 0.7817
Epoch 1/2... Discriminator Loss: 2.1342... Generator Loss: 4.8796
Epoch 1/2... Discriminator Loss: 0.9646... Generator Loss: 4.4157
Epoch 1/2... Discriminator Loss: 1.0365... Generator Loss: 3.1576
Epoch 1/2... Discriminator Loss: 0.9190... Generator Loss: 1.2249
Epoch 1/2... Discriminator Loss: 0.9311... Generator Loss: 2.2497
Epoch 1/2... Discriminator Loss: 1.7921... Generator Loss: 0.3848
Epoch 1/2... Discriminator Loss: 1.1854... Generator Loss: 1.0303
Epoch 1/2... Discriminator Loss: 0.9945... Generator Loss: 1.0341
Epoch 1/2... Discriminator Loss: 1.2866... Generator Loss: 0.7863
Epoch 1/2... Discriminator Loss: 1.6565... Generator Loss: 0.6043
Epoch 1/2... Discriminator Loss: 1.3519... Generator Loss: 0.9642
Epoch 1/2... Discriminator Loss: 1.1457... Generator Loss: 1.1142
Epoch 1/2... Discriminator Loss: 1.4709... Generator Loss: 0.8909
Epoch 1/2... Discriminator Loss: 1.0559... Generator Loss: 1.2862
Epoch 1/2... Discriminator Loss: 1.2072... Generator Loss: 1.4183
Epoch 1/2... Discriminator Loss: 1.3056... Generator Loss: 0.9648
Epoch 1/2... Discriminator Loss: 1.1049... Generator Loss: 0.9586
Epoch 1/2... Discriminator Loss: 1.0862... Generator Loss: 1.0198
Epoch 1/2... Discriminator Loss: 1.6029... Generator Loss: 0.6076
Epoch 1/2... Discriminator Loss: 1.0793... Generator Loss: 1.2232
Epoch 1/2... Discriminator Loss: 1.1442... Generator Loss: 1.2153
Epoch 1/2... Discriminator Loss: 1.4190... Generator Loss: 1.6177
Epoch 1/2... Discriminator Loss: 0.9356... Generator Loss: 1.2428
Epoch 1/2... Discriminator Loss: 1.1659... Generator Loss: 1.2206
Epoch 1/2... Discriminator Loss: 1.3490... Generator Loss: 0.6076
Epoch 1/2... Discriminator Loss: 1.0911... Generator Loss: 0.8490
Epoch 1/2... Discriminator Loss: 1.2977... Generator Loss: 1.0832
Epoch 1/2... Discriminator Loss: 0.9646... Generator Loss: 1.0343
Epoch 1/2... Discriminator Loss: 1.1742... Generator Loss: 0.7416
Epoch 1/2... Discriminator Loss: 1.4768... Generator Loss: 1.0623
Epoch 1/2... Discriminator Loss: 0.9643... Generator Loss: 1.4748
Epoch 1/2... Discriminator Loss: 1.4591... Generator Loss: 1.1273
Epoch 1/2... Discriminator Loss: 1.1796... Generator Loss: 0.9362
Epoch 1/2... Discriminator Loss: 1.1393... Generator Loss: 1.1189
Epoch 1/2... Discriminator Loss: 1.2434... Generator Loss: 0.6945
Epoch 1/2... Discriminator Loss: 1.0389... Generator Loss: 1.1508
Epoch 1/2... Discriminator Loss: 1.3311... Generator Loss: 0.7276
Epoch 1/2... Discriminator Loss: 1.3385... Generator Loss: 0.8655
Epoch 1/2... Discriminator Loss: 1.0078... Generator Loss: 1.0117
Epoch 1/2... Discriminator Loss: 1.4173... Generator Loss: 1.2487
Epoch 1/2... Discriminator Loss: 1.6904... Generator Loss: 0.5625
Epoch 1/2... Discriminator Loss: 1.1881... Generator Loss: 1.0338
Epoch 1/2... Discriminator Loss: 1.2236... Generator Loss: 0.9684
Epoch 1/2... Discriminator Loss: 1.0362... Generator Loss: 0.8013
Epoch 1/2... Discriminator Loss: 1.1864... Generator Loss: 0.9335
Epoch 1/2... Discriminator Loss: 1.3341... Generator Loss: 0.7045
Epoch 1/2... Discriminator Loss: 1.5442... Generator Loss: 0.4975
Epoch 1/2... Discriminator Loss: 1.3432... Generator Loss: 1.4849
Epoch 1/2... Discriminator Loss: 1.5893... Generator Loss: 2.0535
Epoch 1/2... Discriminator Loss: 0.9686... Generator Loss: 1.0377
Epoch 1/2... Discriminator Loss: 1.1247... Generator Loss: 1.8546
Epoch 1/2... Discriminator Loss: 1.1990... Generator Loss: 1.3974
Epoch 1/2... Discriminator Loss: 1.4916... Generator Loss: 0.5743
Epoch 1/2... Discriminator Loss: 1.5773... Generator Loss: 0.4600
Epoch 1/2... Discriminator Loss: 1.1438... Generator Loss: 1.3030
Epoch 1/2... Discriminator Loss: 0.9677... Generator Loss: 1.0988
Epoch 1/2... Discriminator Loss: 1.7789... Generator Loss: 0.3089
Epoch 1/2... Discriminator Loss: 1.3110... Generator Loss: 0.5615
Epoch 1/2... Discriminator Loss: 1.3037... Generator Loss: 0.7321
Epoch 1/2... Discriminator Loss: 1.2586... Generator Loss: 0.6093
Epoch 1/2... Discriminator Loss: 1.3775... Generator Loss: 0.6780
Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 1.0903
Epoch 1/2... Discriminator Loss: 1.2040... Generator Loss: 0.8966
Epoch 1/2... Discriminator Loss: 1.1209... Generator Loss: 1.0462
Epoch 1/2... Discriminator Loss: 1.3199... Generator Loss: 0.4927
Epoch 1/2... Discriminator Loss: 1.2121... Generator Loss: 0.7680
Epoch 1/2... Discriminator Loss: 1.1651... Generator Loss: 0.7994
Epoch 1/2... Discriminator Loss: 1.5161... Generator Loss: 0.4639
Epoch 1/2... Discriminator Loss: 0.8392... Generator Loss: 1.6111
Epoch 1/2... Discriminator Loss: 1.3512... Generator Loss: 0.9571
Epoch 1/2... Discriminator Loss: 1.3294... Generator Loss: 1.2788
Epoch 1/2... Discriminator Loss: 1.2628... Generator Loss: 0.7820
Epoch 1/2... Discriminator Loss: 1.1820... Generator Loss: 0.9766
Epoch 1/2... Discriminator Loss: 1.1232... Generator Loss: 1.4487
Epoch 1/2... Discriminator Loss: 1.3757... Generator Loss: 1.1394
Epoch 1/2... Discriminator Loss: 1.1859... Generator Loss: 0.9403
Epoch 1/2... Discriminator Loss: 1.6633... Generator Loss: 0.5224
Epoch 1/2... Discriminator Loss: 1.2143... Generator Loss: 0.7913
Epoch 1/2... Discriminator Loss: 1.7326... Generator Loss: 2.5642
Epoch 1/2... Discriminator Loss: 1.6553... Generator Loss: 1.8981
Epoch 1/2... Discriminator Loss: 1.1646... Generator Loss: 0.8018
Epoch 1/2... Discriminator Loss: 1.3040... Generator Loss: 1.1907
Epoch 1/2... Discriminator Loss: 1.3676... Generator Loss: 0.7012
Epoch 1/2... Discriminator Loss: 1.0948... Generator Loss: 1.1207
Epoch 1/2... Discriminator Loss: 1.3822... Generator Loss: 0.5994
Epoch 1/2... Discriminator Loss: 1.0769... Generator Loss: 1.0281
Epoch 1/2... Discriminator Loss: 0.9383... Generator Loss: 1.7719
Epoch 1/2... Discriminator Loss: 1.2047... Generator Loss: 0.9651
Epoch 1/2... Discriminator Loss: 1.2131... Generator Loss: 0.9300
Epoch 1/2... Discriminator Loss: 1.3205... Generator Loss: 1.1927
Epoch 1/2... Discriminator Loss: 1.4391... Generator Loss: 1.0246
Epoch 1/2... Discriminator Loss: 1.1918... Generator Loss: 0.8412
Epoch 1/2... Discriminator Loss: 1.3648... Generator Loss: 0.9984
Epoch 1/2... Discriminator Loss: 1.1599... Generator Loss: 1.9741
Epoch 1/2... Discriminator Loss: 1.2736... Generator Loss: 1.3555
Epoch 1/2... Discriminator Loss: 1.1465... Generator Loss: 1.0317
Epoch 1/2... Discriminator Loss: 1.3000... Generator Loss: 1.0257
Epoch 1/2... Discriminator Loss: 1.2924... Generator Loss: 1.0065
Epoch 1/2... Discriminator Loss: 1.0036... Generator Loss: 1.1947
Epoch 1/2... Discriminator Loss: 1.2809... Generator Loss: 0.7987
Epoch 1/2... Discriminator Loss: 1.1899... Generator Loss: 0.8657
Epoch 1/2... Discriminator Loss: 1.1981... Generator Loss: 1.3068
Epoch 1/2... Discriminator Loss: 1.3002... Generator Loss: 0.9727
Epoch 1/2... Discriminator Loss: 1.3250... Generator Loss: 0.8180
Epoch 1/2... Discriminator Loss: 1.3887... Generator Loss: 1.0368
Epoch 1/2... Discriminator Loss: 1.2578... Generator Loss: 1.4420
Epoch 1/2... Discriminator Loss: 1.3524... Generator Loss: 1.4502
Epoch 1/2... Discriminator Loss: 1.4726... Generator Loss: 0.8182
Epoch 1/2... Discriminator Loss: 1.0071... Generator Loss: 1.2564
Epoch 1/2... Discriminator Loss: 1.3147... Generator Loss: 0.8479
Epoch 1/2... Discriminator Loss: 1.2043... Generator Loss: 0.8959
Epoch 1/2... Discriminator Loss: 1.1825... Generator Loss: 0.9250
Epoch 1/2... Discriminator Loss: 1.2344... Generator Loss: 0.8662
Epoch 1/2... Discriminator Loss: 1.1703... Generator Loss: 0.8982
Epoch 1/2... Discriminator Loss: 1.3725... Generator Loss: 0.8693
Epoch 1/2... Discriminator Loss: 1.2889... Generator Loss: 1.6060
Epoch 1/2... Discriminator Loss: 1.1878... Generator Loss: 1.0978
Epoch 1/2... Discriminator Loss: 1.2884... Generator Loss: 0.7465
Epoch 1/2... Discriminator Loss: 1.0225... Generator Loss: 1.4022
Epoch 1/2... Discriminator Loss: 1.4503... Generator Loss: 0.6817
Epoch 1/2... Discriminator Loss: 1.2422... Generator Loss: 1.0806
Epoch 1/2... Discriminator Loss: 1.5559... Generator Loss: 0.5361
Epoch 1/2... Discriminator Loss: 1.0717... Generator Loss: 0.9914
Epoch 1/2... Discriminator Loss: 1.0419... Generator Loss: 1.3599
Epoch 1/2... Discriminator Loss: 1.0362... Generator Loss: 1.5836
Epoch 1/2... Discriminator Loss: 1.1459... Generator Loss: 0.9135
Epoch 1/2... Discriminator Loss: 1.3212... Generator Loss: 1.4516
Epoch 1/2... Discriminator Loss: 1.2879... Generator Loss: 0.9529
Epoch 1/2... Discriminator Loss: 1.2390... Generator Loss: 1.1046
Epoch 1/2... Discriminator Loss: 1.1325... Generator Loss: 1.3724
Epoch 1/2... Discriminator Loss: 1.3739... Generator Loss: 1.2700
Epoch 1/2... Discriminator Loss: 1.2393... Generator Loss: 0.7619
Epoch 1/2... Discriminator Loss: 1.0452... Generator Loss: 1.1474
Epoch 1/2... Discriminator Loss: 1.1870... Generator Loss: 1.5423
Epoch 1/2... Discriminator Loss: 1.0820... Generator Loss: 1.0777
Epoch 1/2... Discriminator Loss: 0.9543... Generator Loss: 1.0619
Epoch 1/2... Discriminator Loss: 1.1228... Generator Loss: 1.1879
Epoch 1/2... Discriminator Loss: 1.1373... Generator Loss: 1.3274
Epoch 1/2... Discriminator Loss: 1.1721... Generator Loss: 1.1626
Epoch 1/2... Discriminator Loss: 1.1724... Generator Loss: 1.1853
Epoch 1/2... Discriminator Loss: 1.4705... Generator Loss: 0.6042
Epoch 1/2... Discriminator Loss: 1.2040... Generator Loss: 0.8995
Epoch 1/2... Discriminator Loss: 1.1736... Generator Loss: 0.8816
Epoch 1/2... Discriminator Loss: 1.2944... Generator Loss: 2.0332
Epoch 1/2... Discriminator Loss: 1.0820... Generator Loss: 1.0530
Epoch 1/2... Discriminator Loss: 1.1854... Generator Loss: 1.1568
Epoch 1/2... Discriminator Loss: 1.0364... Generator Loss: 1.4089
Epoch 1/2... Discriminator Loss: 1.2350... Generator Loss: 1.2294
Epoch 1/2... Discriminator Loss: 1.0876... Generator Loss: 1.1294
Epoch 1/2... Discriminator Loss: 1.3130... Generator Loss: 0.8318
Epoch 1/2... Discriminator Loss: 1.2008... Generator Loss: 0.8475
Epoch 1/2... Discriminator Loss: 1.0454... Generator Loss: 0.8359
Epoch 1/2... Discriminator Loss: 1.3262... Generator Loss: 0.8487
Epoch 1/2... Discriminator Loss: 1.1906... Generator Loss: 1.1581
Epoch 1/2... Discriminator Loss: 1.2636... Generator Loss: 0.7177
Epoch 1/2... Discriminator Loss: 1.2638... Generator Loss: 1.2073
Epoch 1/2... Discriminator Loss: 1.2472... Generator Loss: 0.7809
Epoch 1/2... Discriminator Loss: 1.1991... Generator Loss: 1.0621
Epoch 1/2... Discriminator Loss: 1.1579... Generator Loss: 1.2279
Epoch 1/2... Discriminator Loss: 1.2580... Generator Loss: 0.9033
Epoch 1/2... Discriminator Loss: 1.1637... Generator Loss: 0.7499
Epoch 1/2... Discriminator Loss: 1.3321... Generator Loss: 0.9960
Epoch 1/2... Discriminator Loss: 1.0784... Generator Loss: 1.2507
Epoch 1/2... Discriminator Loss: 1.0837... Generator Loss: 1.1503
Epoch 1/2... Discriminator Loss: 1.0667... Generator Loss: 0.9870
Epoch 1/2... Discriminator Loss: 1.2377... Generator Loss: 1.4991
Epoch 1/2... Discriminator Loss: 1.4455... Generator Loss: 0.8991
Epoch 1/2... Discriminator Loss: 1.2628... Generator Loss: 0.8371
Epoch 1/2... Discriminator Loss: 1.1621... Generator Loss: 1.2347
Epoch 1/2... Discriminator Loss: 1.5178... Generator Loss: 0.4607
Epoch 1/2... Discriminator Loss: 1.0894... Generator Loss: 1.1407
Epoch 1/2... Discriminator Loss: 1.2384... Generator Loss: 1.0199
Epoch 1/2... Discriminator Loss: 1.2563... Generator Loss: 0.8352
Epoch 1/2... Discriminator Loss: 1.1692... Generator Loss: 1.0139
Epoch 1/2... Discriminator Loss: 1.3624... Generator Loss: 0.5691
Epoch 1/2... Discriminator Loss: 0.9984... Generator Loss: 1.1048
Epoch 1/2... Discriminator Loss: 1.1141... Generator Loss: 0.9366
Epoch 1/2... Discriminator Loss: 1.2558... Generator Loss: 1.0350
Epoch 1/2... Discriminator Loss: 1.2641... Generator Loss: 1.1349
Epoch 1/2... Discriminator Loss: 1.4584... Generator Loss: 1.5912
Epoch 1/2... Discriminator Loss: 1.5804... Generator Loss: 0.4673
Epoch 1/2... Discriminator Loss: 1.3936... Generator Loss: 0.5424
Epoch 1/2... Discriminator Loss: 1.0851... Generator Loss: 1.4544
Epoch 1/2... Discriminator Loss: 1.3365... Generator Loss: 1.2275
Epoch 1/2... Discriminator Loss: 1.1605... Generator Loss: 0.7782
Epoch 1/2... Discriminator Loss: 1.1482... Generator Loss: 1.0841
Epoch 1/2... Discriminator Loss: 1.2122... Generator Loss: 1.3647
Epoch 1/2... Discriminator Loss: 1.0031... Generator Loss: 1.4528
Epoch 1/2... Discriminator Loss: 1.2475... Generator Loss: 1.2063
Epoch 1/2... Discriminator Loss: 1.0852... Generator Loss: 1.0005
Epoch 1/2... Discriminator Loss: 1.2023... Generator Loss: 1.4989
Epoch 1/2... Discriminator Loss: 1.2690... Generator Loss: 0.7532
Epoch 1/2... Discriminator Loss: 1.2800... Generator Loss: 0.7246
Epoch 1/2... Discriminator Loss: 1.0491... Generator Loss: 1.1127
Epoch 1/2... Discriminator Loss: 1.2961... Generator Loss: 0.9993
Epoch 1/2... Discriminator Loss: 1.1296... Generator Loss: 1.2081
Epoch 1/2... Discriminator Loss: 1.0751... Generator Loss: 0.9754
Epoch 1/2... Discriminator Loss: 1.2450... Generator Loss: 1.0164
Epoch 1/2... Discriminator Loss: 1.0058... Generator Loss: 1.4617
Epoch 1/2... Discriminator Loss: 1.0407... Generator Loss: 0.9802
Epoch 1/2... Discriminator Loss: 1.0686... Generator Loss: 0.9220
Epoch 1/2... Discriminator Loss: 1.1180... Generator Loss: 0.7920
Epoch 1/2... Discriminator Loss: 1.3816... Generator Loss: 0.5931
Epoch 1/2... Discriminator Loss: 1.1606... Generator Loss: 1.5503
Epoch 1/2... Discriminator Loss: 1.0092... Generator Loss: 1.2954
Epoch 1/2... Discriminator Loss: 1.1288... Generator Loss: 0.9469
Epoch 1/2... Discriminator Loss: 1.0099... Generator Loss: 1.3008
Epoch 1/2... Discriminator Loss: 1.3580... Generator Loss: 0.5515
Epoch 1/2... Discriminator Loss: 1.2143... Generator Loss: 0.7863
Epoch 1/2... Discriminator Loss: 1.8914... Generator Loss: 0.3041
Epoch 1/2... Discriminator Loss: 1.1587... Generator Loss: 0.8041
Epoch 1/2... Discriminator Loss: 1.2123... Generator Loss: 0.7957
Epoch 1/2... Discriminator Loss: 1.1250... Generator Loss: 1.0685
Epoch 1/2... Discriminator Loss: 1.2493... Generator Loss: 1.1662
Epoch 1/2... Discriminator Loss: 1.3219... Generator Loss: 0.9529
Epoch 1/2... Discriminator Loss: 1.2502... Generator Loss: 1.7040
Epoch 1/2... Discriminator Loss: 1.3710... Generator Loss: 0.5362
Epoch 1/2... Discriminator Loss: 1.3078... Generator Loss: 0.8733
Epoch 1/2... Discriminator Loss: 1.1648... Generator Loss: 0.9912
Epoch 1/2... Discriminator Loss: 1.3550... Generator Loss: 1.8685
Epoch 1/2... Discriminator Loss: 1.2327... Generator Loss: 0.8617
Epoch 1/2... Discriminator Loss: 1.1980... Generator Loss: 0.7725
Epoch 1/2... Discriminator Loss: 1.1165... Generator Loss: 1.2138
Epoch 1/2... Discriminator Loss: 1.2037... Generator Loss: 0.8258
Epoch 1/2... Discriminator Loss: 1.2625... Generator Loss: 0.6689
Epoch 1/2... Discriminator Loss: 1.3516... Generator Loss: 0.5997
Epoch 1/2... Discriminator Loss: 1.1320... Generator Loss: 1.1417
Epoch 1/2... Discriminator Loss: 1.0477... Generator Loss: 1.1020
Epoch 1/2... Discriminator Loss: 1.1884... Generator Loss: 1.0211
Epoch 1/2... Discriminator Loss: 1.2867... Generator Loss: 0.7089
Epoch 1/2... Discriminator Loss: 1.1815... Generator Loss: 0.8052
Epoch 1/2... Discriminator Loss: 1.0512... Generator Loss: 1.0861
Epoch 1/2... Discriminator Loss: 1.3831... Generator Loss: 1.5640
Epoch 1/2... Discriminator Loss: 1.0049... Generator Loss: 0.8720
Epoch 1/2... Discriminator Loss: 1.1768... Generator Loss: 0.7641
Epoch 1/2... Discriminator Loss: 1.1779... Generator Loss: 1.1919
Epoch 1/2... Discriminator Loss: 1.2766... Generator Loss: 1.4764
Epoch 1/2... Discriminator Loss: 1.3825... Generator Loss: 0.5581
Epoch 1/2... Discriminator Loss: 1.1213... Generator Loss: 1.0682
Epoch 1/2... Discriminator Loss: 1.1541... Generator Loss: 1.2846
Epoch 1/2... Discriminator Loss: 1.1098... Generator Loss: 1.2295
Epoch 1/2... Discriminator Loss: 1.2371... Generator Loss: 0.9787
Epoch 1/2... Discriminator Loss: 1.1794... Generator Loss: 0.6505
Epoch 1/2... Discriminator Loss: 1.2374... Generator Loss: 0.7052
Epoch 1/2... Discriminator Loss: 1.1359... Generator Loss: 0.8932
Epoch 1/2... Discriminator Loss: 1.0869... Generator Loss: 1.2778
Epoch 1/2... Discriminator Loss: 1.1450... Generator Loss: 0.9118
Epoch 1/2... Discriminator Loss: 1.1567... Generator Loss: 1.2048
Epoch 1/2... Discriminator Loss: 1.2164... Generator Loss: 0.8094
Epoch 1/2... Discriminator Loss: 0.9715... Generator Loss: 1.2055
Epoch 1/2... Discriminator Loss: 1.5049... Generator Loss: 1.3203
Epoch 1/2... Discriminator Loss: 0.9839... Generator Loss: 1.2765
Epoch 1/2... Discriminator Loss: 1.2151... Generator Loss: 0.9464
Epoch 1/2... Discriminator Loss: 1.0747... Generator Loss: 0.9785
Epoch 1/2... Discriminator Loss: 1.4416... Generator Loss: 0.4918
Epoch 1/2... Discriminator Loss: 1.3842... Generator Loss: 0.6564
Epoch 1/2... Discriminator Loss: 1.2517... Generator Loss: 0.8827
Epoch 1/2... Discriminator Loss: 1.0248... Generator Loss: 0.9449
Epoch 1/2... Discriminator Loss: 1.3088... Generator Loss: 1.5249
Epoch 1/2... Discriminator Loss: 1.3163... Generator Loss: 1.5078
Epoch 1/2... Discriminator Loss: 1.1384... Generator Loss: 0.8946
Epoch 1/2... Discriminator Loss: 1.1800... Generator Loss: 0.8262
Epoch 1/2... Discriminator Loss: 1.1319... Generator Loss: 1.1847
Epoch 1/2... Discriminator Loss: 1.4115... Generator Loss: 0.5435
Epoch 1/2... Discriminator Loss: 1.0126... Generator Loss: 0.9804
Epoch 1/2... Discriminator Loss: 1.3303... Generator Loss: 0.5557
Epoch 1/2... Discriminator Loss: 1.0280... Generator Loss: 1.0834
Epoch 1/2... Discriminator Loss: 1.1180... Generator Loss: 0.8361
Epoch 1/2... Discriminator Loss: 1.1865... Generator Loss: 0.7771
Epoch 1/2... Discriminator Loss: 1.0282... Generator Loss: 1.0103
Epoch 1/2... Discriminator Loss: 1.2639... Generator Loss: 0.9402
Epoch 1/2... Discriminator Loss: 1.1243... Generator Loss: 1.2461
Epoch 1/2... Discriminator Loss: 1.2236... Generator Loss: 1.6144
Epoch 1/2... Discriminator Loss: 1.2151... Generator Loss: 1.0039
Epoch 1/2... Discriminator Loss: 1.1543... Generator Loss: 0.9747
Epoch 1/2... Discriminator Loss: 1.1605... Generator Loss: 0.7693
Epoch 1/2... Discriminator Loss: 1.1032... Generator Loss: 1.0911
Epoch 1/2... Discriminator Loss: 1.2992... Generator Loss: 0.7195
Epoch 1/2... Discriminator Loss: 1.2417... Generator Loss: 0.8160
Epoch 1/2... Discriminator Loss: 1.1681... Generator Loss: 0.9438
Epoch 1/2... Discriminator Loss: 1.0220... Generator Loss: 0.9599
Epoch 1/2... Discriminator Loss: 1.1220... Generator Loss: 1.3506
Epoch 1/2... Discriminator Loss: 1.0421... Generator Loss: 1.0844
Epoch 1/2... Discriminator Loss: 1.0465... Generator Loss: 1.2175
Epoch 1/2... Discriminator Loss: 1.1141... Generator Loss: 0.7227
Epoch 1/2... Discriminator Loss: 1.1107... Generator Loss: 1.4383
Epoch 1/2... Discriminator Loss: 1.0884... Generator Loss: 0.6923
Epoch 1/2... Discriminator Loss: 1.2328... Generator Loss: 0.9586
Epoch 1/2... Discriminator Loss: 1.0254... Generator Loss: 1.2475
Epoch 1/2... Discriminator Loss: 1.1908... Generator Loss: 0.9288
Epoch 1/2... Discriminator Loss: 1.0763... Generator Loss: 1.1510
Epoch 1/2... Discriminator Loss: 1.1444... Generator Loss: 1.2696
Epoch 1/2... Discriminator Loss: 1.1462... Generator Loss: 0.8388
Epoch 1/2... Discriminator Loss: 1.2031... Generator Loss: 0.8833
Epoch 1/2... Discriminator Loss: 1.1760... Generator Loss: 0.7525
Epoch 1/2... Discriminator Loss: 1.3293... Generator Loss: 0.7850
Epoch 1/2... Discriminator Loss: 1.2265... Generator Loss: 0.6589
Epoch 1/2... Discriminator Loss: 1.3070... Generator Loss: 0.6559
Epoch 1/2... Discriminator Loss: 1.1394... Generator Loss: 1.0272
Epoch 1/2... Discriminator Loss: 0.9965... Generator Loss: 1.3852
Epoch 1/2... Discriminator Loss: 1.4118... Generator Loss: 0.5687
Epoch 1/2... Discriminator Loss: 1.3489... Generator Loss: 0.6395
Epoch 1/2... Discriminator Loss: 1.3166... Generator Loss: 0.6781
Epoch 1/2... Discriminator Loss: 1.1083... Generator Loss: 1.0681
Epoch 1/2... Discriminator Loss: 1.4330... Generator Loss: 0.4322
Epoch 1/2... Discriminator Loss: 1.0771... Generator Loss: 1.0473
Epoch 1/2... Discriminator Loss: 1.2770... Generator Loss: 1.7058
Epoch 1/2... Discriminator Loss: 1.1510... Generator Loss: 1.0763
Epoch 1/2... Discriminator Loss: 1.0842... Generator Loss: 1.2791
Epoch 1/2... Discriminator Loss: 0.9297... Generator Loss: 1.4045
Epoch 1/2... Discriminator Loss: 1.1429... Generator Loss: 0.8252
Epoch 1/2... Discriminator Loss: 1.0737... Generator Loss: 0.9451
Epoch 1/2... Discriminator Loss: 1.2495... Generator Loss: 1.0678
Epoch 1/2... Discriminator Loss: 1.0412... Generator Loss: 1.0374
Epoch 1/2... Discriminator Loss: 1.2378... Generator Loss: 1.0540
Epoch 1/2... Discriminator Loss: 1.0644... Generator Loss: 1.1232
Epoch 1/2... Discriminator Loss: 1.3356... Generator Loss: 0.6858
Epoch 1/2... Discriminator Loss: 1.2274... Generator Loss: 0.9546
Epoch 1/2... Discriminator Loss: 1.4362... Generator Loss: 0.5267
Epoch 1/2... Discriminator Loss: 1.1341... Generator Loss: 1.0114
Epoch 1/2... Discriminator Loss: 1.3928... Generator Loss: 0.8206
Epoch 1/2... Discriminator Loss: 1.0877... Generator Loss: 1.2536
Epoch 1/2... Discriminator Loss: 1.2436... Generator Loss: 1.0817
Epoch 1/2... Discriminator Loss: 1.3779... Generator Loss: 1.1779
Epoch 1/2... Discriminator Loss: 1.2621... Generator Loss: 1.8171
Epoch 1/2... Discriminator Loss: 1.0676... Generator Loss: 0.9833
Epoch 1/2... Discriminator Loss: 1.1993... Generator Loss: 1.0888
Epoch 1/2... Discriminator Loss: 1.0818... Generator Loss: 1.4954
Epoch 1/2... Discriminator Loss: 1.1678... Generator Loss: 0.8725
Epoch 1/2... Discriminator Loss: 1.1032... Generator Loss: 1.1841
Epoch 1/2... Discriminator Loss: 1.0639... Generator Loss: 1.0316
Epoch 1/2... Discriminator Loss: 1.1324... Generator Loss: 0.8737
Epoch 1/2... Discriminator Loss: 1.1399... Generator Loss: 1.0687
Epoch 1/2... Discriminator Loss: 1.2157... Generator Loss: 0.7557
Epoch 1/2... Discriminator Loss: 1.0498... Generator Loss: 1.6520
Epoch 1/2... Discriminator Loss: 1.3124... Generator Loss: 0.9070
Epoch 1/2... Discriminator Loss: 1.0811... Generator Loss: 1.9801
Epoch 1/2... Discriminator Loss: 1.1557... Generator Loss: 0.8162
Epoch 1/2... Discriminator Loss: 1.1072... Generator Loss: 1.4328
Epoch 1/2... Discriminator Loss: 1.1765... Generator Loss: 0.9807
Epoch 1/2... Discriminator Loss: 1.0729... Generator Loss: 0.9861
Epoch 1/2... Discriminator Loss: 1.1939... Generator Loss: 0.8349
Epoch 1/2... Discriminator Loss: 1.6108... Generator Loss: 0.4760
Epoch 1/2... Discriminator Loss: 1.1353... Generator Loss: 1.2949
Epoch 1/2... Discriminator Loss: 0.9654... Generator Loss: 1.1055
Epoch 1/2... Discriminator Loss: 0.9905... Generator Loss: 1.1981
Epoch 1/2... Discriminator Loss: 0.9735... Generator Loss: 1.1386
Epoch 1/2... Discriminator Loss: 1.1218... Generator Loss: 1.2503
Epoch 1/2... Discriminator Loss: 1.1323... Generator Loss: 1.5086
Epoch 1/2... Discriminator Loss: 1.2788... Generator Loss: 1.1114
Epoch 1/2... Discriminator Loss: 1.0544... Generator Loss: 1.1849
Epoch 1/2... Discriminator Loss: 1.1717... Generator Loss: 1.1600
Epoch 1/2... Discriminator Loss: 1.0796... Generator Loss: 1.1501
Epoch 1/2... Discriminator Loss: 1.1752... Generator Loss: 1.4696
Epoch 1/2... Discriminator Loss: 1.1437... Generator Loss: 0.9778
Epoch 1/2... Discriminator Loss: 1.0444... Generator Loss: 1.0324
Epoch 1/2... Discriminator Loss: 1.1397... Generator Loss: 0.9732
Epoch 1/2... Discriminator Loss: 1.2335... Generator Loss: 0.5936
Epoch 1/2... Discriminator Loss: 1.1925... Generator Loss: 0.7883
Epoch 1/2... Discriminator Loss: 1.1751... Generator Loss: 0.7313
Epoch 1/2... Discriminator Loss: 0.9783... Generator Loss: 1.2422
Epoch 1/2... Discriminator Loss: 1.2501... Generator Loss: 1.0609
Epoch 1/2... Discriminator Loss: 1.1611... Generator Loss: 1.1468
Epoch 1/2... Discriminator Loss: 1.3537... Generator Loss: 0.8243
Epoch 1/2... Discriminator Loss: 1.3085... Generator Loss: 1.5884
Epoch 1/2... Discriminator Loss: 1.0166... Generator Loss: 1.2826
Epoch 1/2... Discriminator Loss: 1.2026... Generator Loss: 1.0330
Epoch 1/2... Discriminator Loss: 1.1767... Generator Loss: 0.9770
Epoch 1/2... Discriminator Loss: 1.3790... Generator Loss: 0.8700
Epoch 1/2... Discriminator Loss: 1.2042... Generator Loss: 0.5833
Epoch 1/2... Discriminator Loss: 1.1870... Generator Loss: 0.7530
Epoch 1/2... Discriminator Loss: 1.1547... Generator Loss: 1.5084
Epoch 1/2... Discriminator Loss: 1.2019... Generator Loss: 0.7702
Epoch 1/2... Discriminator Loss: 1.6948... Generator Loss: 0.3783
Epoch 1/2... Discriminator Loss: 0.9867... Generator Loss: 1.0072
Epoch 1/2... Discriminator Loss: 1.3118... Generator Loss: 1.0520
Epoch 1/2... Discriminator Loss: 1.1460... Generator Loss: 1.0871
Epoch 1/2... Discriminator Loss: 1.3554... Generator Loss: 0.6880
Epoch 1/2... Discriminator Loss: 0.9927... Generator Loss: 1.2510
Epoch 1/2... Discriminator Loss: 1.0162... Generator Loss: 0.9643
Epoch 1/2... Discriminator Loss: 1.5216... Generator Loss: 0.4170
Epoch 1/2... Discriminator Loss: 1.2951... Generator Loss: 1.1162
Epoch 1/2... Discriminator Loss: 1.3340... Generator Loss: 1.0174
Epoch 1/2... Discriminator Loss: 1.0859... Generator Loss: 0.7746
Epoch 1/2... Discriminator Loss: 1.0123... Generator Loss: 1.0993
Epoch 1/2... Discriminator Loss: 1.1900... Generator Loss: 1.3251
Epoch 1/2... Discriminator Loss: 1.0188... Generator Loss: 1.0807
Epoch 1/2... Discriminator Loss: 1.0481... Generator Loss: 1.1150
Epoch 1/2... Discriminator Loss: 1.1694... Generator Loss: 0.8704
Epoch 1/2... Discriminator Loss: 1.2658... Generator Loss: 0.7181
Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 1.2557
Epoch 1/2... Discriminator Loss: 1.1949... Generator Loss: 0.8094
Epoch 1/2... Discriminator Loss: 1.0100... Generator Loss: 1.3220
Epoch 1/2... Discriminator Loss: 1.0938... Generator Loss: 1.2304
Epoch 1/2... Discriminator Loss: 1.0358... Generator Loss: 1.5194
Epoch 1/2... Discriminator Loss: 1.1198... Generator Loss: 1.0010
Epoch 1/2... Discriminator Loss: 1.0876... Generator Loss: 1.0541
Epoch 1/2... Discriminator Loss: 1.1062... Generator Loss: 0.7802
Epoch 1/2... Discriminator Loss: 1.5130... Generator Loss: 0.8448
Epoch 1/2... Discriminator Loss: 1.0489... Generator Loss: 0.8791
Epoch 1/2... Discriminator Loss: 1.1490... Generator Loss: 0.8183
Epoch 1/2... Discriminator Loss: 1.1135... Generator Loss: 1.5216
Epoch 1/2... Discriminator Loss: 1.0893... Generator Loss: 1.5159
Epoch 1/2... Discriminator Loss: 1.2350... Generator Loss: 0.8273
Epoch 1/2... Discriminator Loss: 1.1145... Generator Loss: 0.7647
Epoch 1/2... Discriminator Loss: 1.1769... Generator Loss: 1.0105
Epoch 1/2... Discriminator Loss: 1.1619... Generator Loss: 1.3426
Epoch 1/2... Discriminator Loss: 1.1167... Generator Loss: 0.9459
Epoch 1/2... Discriminator Loss: 1.0923... Generator Loss: 1.4587
Epoch 1/2... Discriminator Loss: 1.0945... Generator Loss: 1.2996
Epoch 1/2... Discriminator Loss: 1.0752... Generator Loss: 1.0909
Epoch 1/2... Discriminator Loss: 1.2731... Generator Loss: 1.3209
Epoch 1/2... Discriminator Loss: 1.3622... Generator Loss: 0.6385
Epoch 1/2... Discriminator Loss: 1.2379... Generator Loss: 0.6233
Epoch 1/2... Discriminator Loss: 1.1758... Generator Loss: 1.2253
Epoch 1/2... Discriminator Loss: 1.3175... Generator Loss: 0.6373
Epoch 1/2... Discriminator Loss: 1.2019... Generator Loss: 0.8159
Epoch 1/2... Discriminator Loss: 1.3793... Generator Loss: 0.6311
Epoch 1/2... Discriminator Loss: 1.0989... Generator Loss: 0.7358
Epoch 1/2... Discriminator Loss: 1.3638... Generator Loss: 0.7421
Epoch 1/2... Discriminator Loss: 0.9504... Generator Loss: 1.2439
Epoch 1/2... Discriminator Loss: 1.2674... Generator Loss: 1.5730
Epoch 1/2... Discriminator Loss: 1.1971... Generator Loss: 0.8440
Epoch 1/2... Discriminator Loss: 1.1185... Generator Loss: 1.0883
Epoch 1/2... Discriminator Loss: 1.2371... Generator Loss: 0.9405
Epoch 1/2... Discriminator Loss: 1.1938... Generator Loss: 0.7656
Epoch 1/2... Discriminator Loss: 0.9199... Generator Loss: 1.6116
Epoch 1/2... Discriminator Loss: 0.9142... Generator Loss: 1.6678
Epoch 1/2... Discriminator Loss: 1.2946... Generator Loss: 0.6941
Epoch 1/2... Discriminator Loss: 1.2161... Generator Loss: 0.8516
Epoch 1/2... Discriminator Loss: 1.2425... Generator Loss: 0.9437
Epoch 1/2... Discriminator Loss: 1.6546... Generator Loss: 0.3979
Epoch 1/2... Discriminator Loss: 1.2713... Generator Loss: 0.6928
Epoch 1/2... Discriminator Loss: 1.2881... Generator Loss: 0.8133
Epoch 1/2... Discriminator Loss: 1.1253... Generator Loss: 1.0491
Epoch 1/2... Discriminator Loss: 1.2073... Generator Loss: 0.8690
Epoch 1/2... Discriminator Loss: 1.1619... Generator Loss: 0.6570
Epoch 1/2... Discriminator Loss: 1.5013... Generator Loss: 0.4480
Epoch 1/2... Discriminator Loss: 1.2135... Generator Loss: 0.8106
Epoch 1/2... Discriminator Loss: 1.3615... Generator Loss: 0.8500
Epoch 1/2... Discriminator Loss: 1.1885... Generator Loss: 0.8723
Epoch 1/2... Discriminator Loss: 1.6504... Generator Loss: 0.4232
Epoch 1/2... Discriminator Loss: 1.3265... Generator Loss: 0.5433
Epoch 1/2... Discriminator Loss: 1.2257... Generator Loss: 1.3538
Epoch 1/2... Discriminator Loss: 1.4896... Generator Loss: 0.4869
Epoch 1/2... Discriminator Loss: 1.1040... Generator Loss: 0.8370
Epoch 1/2... Discriminator Loss: 1.1648... Generator Loss: 0.7048
Epoch 1/2... Discriminator Loss: 1.0460... Generator Loss: 1.3044
Epoch 1/2... Discriminator Loss: 1.4172... Generator Loss: 0.6297
Epoch 1/2... Discriminator Loss: 1.3138... Generator Loss: 0.7131
Epoch 1/2... Discriminator Loss: 1.1320... Generator Loss: 0.7836
Epoch 1/2... Discriminator Loss: 1.1542... Generator Loss: 1.2519
Epoch 1/2... Discriminator Loss: 1.2098... Generator Loss: 1.4766
Epoch 1/2... Discriminator Loss: 1.0916... Generator Loss: 1.2985
Epoch 1/2... Discriminator Loss: 1.1702... Generator Loss: 0.9517
Epoch 1/2... Discriminator Loss: 1.0738... Generator Loss: 1.4393
Epoch 1/2... Discriminator Loss: 1.2520... Generator Loss: 0.8106
Epoch 1/2... Discriminator Loss: 1.2049... Generator Loss: 0.8444
Epoch 1/2... Discriminator Loss: 1.0917... Generator Loss: 1.0359
Epoch 1/2... Discriminator Loss: 1.1913... Generator Loss: 0.9890
Epoch 1/2... Discriminator Loss: 1.0160... Generator Loss: 1.4185
Epoch 1/2... Discriminator Loss: 1.1146... Generator Loss: 1.5907
Epoch 1/2... Discriminator Loss: 1.1826... Generator Loss: 0.7792
Epoch 1/2... Discriminator Loss: 1.3127... Generator Loss: 1.0218
Epoch 1/2... Discriminator Loss: 1.2277... Generator Loss: 1.1549
Epoch 1/2... Discriminator Loss: 1.1441... Generator Loss: 0.9085
Epoch 1/2... Discriminator Loss: 1.5744... Generator Loss: 1.0824
Epoch 1/2... Discriminator Loss: 0.9715... Generator Loss: 1.1385
Epoch 1/2... Discriminator Loss: 1.4941... Generator Loss: 0.4729
Epoch 1/2... Discriminator Loss: 1.1855... Generator Loss: 0.6540
Epoch 1/2... Discriminator Loss: 0.9737... Generator Loss: 1.3012
Epoch 1/2... Discriminator Loss: 1.4945... Generator Loss: 1.7206
Epoch 1/2... Discriminator Loss: 1.1052... Generator Loss: 0.9667
Epoch 1/2... Discriminator Loss: 1.3004... Generator Loss: 0.6736
Epoch 1/2... Discriminator Loss: 1.1799... Generator Loss: 0.8176
Epoch 1/2... Discriminator Loss: 1.1470... Generator Loss: 0.6761
Epoch 1/2... Discriminator Loss: 0.9437... Generator Loss: 1.3474
Epoch 1/2... Discriminator Loss: 1.2923... Generator Loss: 0.8124
Epoch 1/2... Discriminator Loss: 0.9779... Generator Loss: 1.0177
Epoch 1/2... Discriminator Loss: 1.3916... Generator Loss: 0.4706
Epoch 1/2... Discriminator Loss: 1.1720... Generator Loss: 0.8609
Epoch 1/2... Discriminator Loss: 1.0473... Generator Loss: 1.2506
Epoch 1/2... Discriminator Loss: 1.0724... Generator Loss: 1.1340
Epoch 1/2... Discriminator Loss: 1.1911... Generator Loss: 0.7460
Epoch 1/2... Discriminator Loss: 1.2688... Generator Loss: 0.7225
Epoch 1/2... Discriminator Loss: 1.2331... Generator Loss: 1.0610
Epoch 1/2... Discriminator Loss: 1.0363... Generator Loss: 1.1351
Epoch 1/2... Discriminator Loss: 1.1797... Generator Loss: 1.1432
Epoch 1/2... Discriminator Loss: 1.1528... Generator Loss: 0.8824
Epoch 1/2... Discriminator Loss: 0.9860... Generator Loss: 0.9677
Epoch 1/2... Discriminator Loss: 1.1139... Generator Loss: 1.0883
Epoch 1/2... Discriminator Loss: 1.1630... Generator Loss: 0.7673
Epoch 1/2... Discriminator Loss: 0.9575... Generator Loss: 1.1974
Epoch 1/2... Discriminator Loss: 1.2406... Generator Loss: 0.7741
Epoch 1/2... Discriminator Loss: 1.3448... Generator Loss: 0.6170
Epoch 1/2... Discriminator Loss: 1.0641... Generator Loss: 1.2037
Epoch 1/2... Discriminator Loss: 1.5237... Generator Loss: 1.1285
Epoch 1/2... Discriminator Loss: 1.0102... Generator Loss: 0.9578
Epoch 1/2... Discriminator Loss: 1.1386... Generator Loss: 1.6380
Epoch 1/2... Discriminator Loss: 1.1473... Generator Loss: 0.8641
Epoch 1/2... Discriminator Loss: 1.5329... Generator Loss: 1.0222
Epoch 1/2... Discriminator Loss: 1.3099... Generator Loss: 1.1764
Epoch 1/2... Discriminator Loss: 1.0828... Generator Loss: 1.1157
Epoch 1/2... Discriminator Loss: 1.3118... Generator Loss: 0.7715
Epoch 1/2... Discriminator Loss: 1.2482... Generator Loss: 1.0761
Epoch 1/2... Discriminator Loss: 1.1076... Generator Loss: 0.8771
Epoch 1/2... Discriminator Loss: 1.0660... Generator Loss: 1.2144
Epoch 1/2... Discriminator Loss: 1.4095... Generator Loss: 0.6131
Epoch 1/2... Discriminator Loss: 1.0950... Generator Loss: 1.2534
Epoch 1/2... Discriminator Loss: 1.0418... Generator Loss: 0.9320
Epoch 1/2... Discriminator Loss: 1.2221... Generator Loss: 0.7565
Epoch 1/2... Discriminator Loss: 1.2695... Generator Loss: 0.5791
Epoch 1/2... Discriminator Loss: 1.4864... Generator Loss: 0.4283
Epoch 1/2... Discriminator Loss: 1.2965... Generator Loss: 0.8256
Epoch 1/2... Discriminator Loss: 1.4888... Generator Loss: 0.4523
Epoch 1/2... Discriminator Loss: 0.9512... Generator Loss: 1.2882
Epoch 1/2... Discriminator Loss: 0.8342... Generator Loss: 1.2084
Epoch 1/2... Discriminator Loss: 1.0860... Generator Loss: 0.9904
Epoch 1/2... Discriminator Loss: 1.1719... Generator Loss: 1.3779
Epoch 1/2... Discriminator Loss: 0.9609... Generator Loss: 1.3717
Epoch 1/2... Discriminator Loss: 1.3441... Generator Loss: 0.5883
Epoch 1/2... Discriminator Loss: 1.1527... Generator Loss: 1.5854
Epoch 1/2... Discriminator Loss: 1.0331... Generator Loss: 1.3171
Epoch 1/2... Discriminator Loss: 1.4447... Generator Loss: 0.5984
Epoch 1/2... Discriminator Loss: 0.9722... Generator Loss: 1.2387
Epoch 1/2... Discriminator Loss: 1.4489... Generator Loss: 0.5154
Epoch 1/2... Discriminator Loss: 1.0416... Generator Loss: 1.0237
Epoch 1/2... Discriminator Loss: 1.1288... Generator Loss: 0.9493
Epoch 1/2... Discriminator Loss: 1.1282... Generator Loss: 1.1062
Epoch 1/2... Discriminator Loss: 1.0937... Generator Loss: 1.0862
Epoch 1/2... Discriminator Loss: 1.0993... Generator Loss: 1.1448
Epoch 1/2... Discriminator Loss: 1.0850... Generator Loss: 1.4253
Epoch 1/2... Discriminator Loss: 1.2409... Generator Loss: 0.6540
Epoch 1/2... Discriminator Loss: 1.0827... Generator Loss: 0.9844
Epoch 1/2... Discriminator Loss: 1.2256... Generator Loss: 1.0312
Epoch 1/2... Discriminator Loss: 1.2366... Generator Loss: 0.8650
Epoch 1/2... Discriminator Loss: 0.9514... Generator Loss: 1.2604
Epoch 1/2... Discriminator Loss: 1.0463... Generator Loss: 1.0691
Epoch 1/2... Discriminator Loss: 1.3278... Generator Loss: 0.5558
Epoch 1/2... Discriminator Loss: 1.1845... Generator Loss: 1.0521
Epoch 1/2... Discriminator Loss: 1.2520... Generator Loss: 0.7619
Epoch 1/2... Discriminator Loss: 1.4670... Generator Loss: 0.5752
Epoch 1/2... Discriminator Loss: 1.0786... Generator Loss: 1.7037
Epoch 1/2... Discriminator Loss: 1.2506... Generator Loss: 0.6474
Epoch 1/2... Discriminator Loss: 1.2008... Generator Loss: 1.8972
Epoch 1/2... Discriminator Loss: 1.0622... Generator Loss: 1.0700
Epoch 1/2... Discriminator Loss: 1.3057... Generator Loss: 0.8331
Epoch 1/2... Discriminator Loss: 1.3396... Generator Loss: 0.6677
Epoch 1/2... Discriminator Loss: 1.0156... Generator Loss: 1.1866
Epoch 1/2... Discriminator Loss: 1.1659... Generator Loss: 1.0341
Epoch 1/2... Discriminator Loss: 1.0868... Generator Loss: 1.2000
Epoch 1/2... Discriminator Loss: 0.9700... Generator Loss: 0.8536
Epoch 1/2... Discriminator Loss: 0.8823... Generator Loss: 1.4646
Epoch 1/2... Discriminator Loss: 1.0900... Generator Loss: 0.9388
Epoch 1/2... Discriminator Loss: 0.9664... Generator Loss: 1.6316
Epoch 1/2... Discriminator Loss: 0.9632... Generator Loss: 1.0104
Epoch 1/2... Discriminator Loss: 1.1030... Generator Loss: 1.2494
Epoch 1/2... Discriminator Loss: 1.1186... Generator Loss: 0.8095
Epoch 1/2... Discriminator Loss: 1.1842... Generator Loss: 0.9326
Epoch 1/2... Discriminator Loss: 0.8867... Generator Loss: 1.2372
Epoch 1/2... Discriminator Loss: 1.0560... Generator Loss: 1.4207
Epoch 1/2... Discriminator Loss: 1.3007... Generator Loss: 0.8568
Epoch 1/2... Discriminator Loss: 1.2360... Generator Loss: 0.7328
Epoch 1/2... Discriminator Loss: 1.0451... Generator Loss: 1.3286
Epoch 1/2... Discriminator Loss: 1.2393... Generator Loss: 0.7443
Epoch 1/2... Discriminator Loss: 1.3165... Generator Loss: 1.5656
Epoch 1/2... Discriminator Loss: 1.1324... Generator Loss: 0.9732
Epoch 1/2... Discriminator Loss: 1.1027... Generator Loss: 1.1538
Epoch 1/2... Discriminator Loss: 1.3514... Generator Loss: 0.7875
Epoch 1/2... Discriminator Loss: 0.9806... Generator Loss: 1.0336
Epoch 1/2... Discriminator Loss: 1.0837... Generator Loss: 1.0722
Epoch 1/2... Discriminator Loss: 1.3245... Generator Loss: 0.8740
Epoch 1/2... Discriminator Loss: 1.1245... Generator Loss: 1.5026
Epoch 1/2... Discriminator Loss: 1.2837... Generator Loss: 1.4658
Epoch 1/2... Discriminator Loss: 1.2216... Generator Loss: 0.8296
Epoch 1/2... Discriminator Loss: 1.3325... Generator Loss: 0.6891
Epoch 1/2... Discriminator Loss: 1.0127... Generator Loss: 1.1560
Epoch 1/2... Discriminator Loss: 1.2428... Generator Loss: 0.8321
Epoch 1/2... Discriminator Loss: 1.0187... Generator Loss: 1.0303
Epoch 1/2... Discriminator Loss: 1.3745... Generator Loss: 0.5614
Epoch 1/2... Discriminator Loss: 1.1893... Generator Loss: 0.6691
Epoch 1/2... Discriminator Loss: 1.3382... Generator Loss: 0.7714
Epoch 1/2... Discriminator Loss: 1.2263... Generator Loss: 0.7025
Epoch 1/2... Discriminator Loss: 0.9529... Generator Loss: 1.3288
Epoch 1/2... Discriminator Loss: 1.0764... Generator Loss: 1.0546
Epoch 1/2... Discriminator Loss: 1.2514... Generator Loss: 0.7151
Epoch 1/2... Discriminator Loss: 1.0984... Generator Loss: 1.2559
Epoch 1/2... Discriminator Loss: 1.0947... Generator Loss: 1.1748
Epoch 1/2... Discriminator Loss: 1.2408... Generator Loss: 0.7346
Epoch 1/2... Discriminator Loss: 1.1622... Generator Loss: 0.8413
Epoch 1/2... Discriminator Loss: 1.0491... Generator Loss: 0.9173
Epoch 1/2... Discriminator Loss: 1.3428... Generator Loss: 0.9072
Epoch 1/2... Discriminator Loss: 1.2621... Generator Loss: 0.9522
Epoch 1/2... Discriminator Loss: 1.0458... Generator Loss: 1.6859
Epoch 1/2... Discriminator Loss: 1.1121... Generator Loss: 1.1136
Epoch 1/2... Discriminator Loss: 1.0639... Generator Loss: 1.5099
Epoch 1/2... Discriminator Loss: 1.2756... Generator Loss: 0.7677
Epoch 1/2... Discriminator Loss: 1.2362... Generator Loss: 0.7811
Epoch 1/2... Discriminator Loss: 1.2833... Generator Loss: 1.8666
Epoch 1/2... Discriminator Loss: 1.1887... Generator Loss: 0.9674
Epoch 1/2... Discriminator Loss: 1.1492... Generator Loss: 0.7432
Epoch 1/2... Discriminator Loss: 1.2977... Generator Loss: 0.5640
Epoch 1/2... Discriminator Loss: 1.1004... Generator Loss: 0.7711
Epoch 1/2... Discriminator Loss: 1.3676... Generator Loss: 0.6972
Epoch 1/2... Discriminator Loss: 1.2342... Generator Loss: 0.6482
Epoch 1/2... Discriminator Loss: 1.5401... Generator Loss: 0.4473
Epoch 1/2... Discriminator Loss: 1.1615... Generator Loss: 1.2470
Epoch 1/2... Discriminator Loss: 1.5237... Generator Loss: 0.8236
Epoch 1/2... Discriminator Loss: 1.0442... Generator Loss: 1.1857
Epoch 1/2... Discriminator Loss: 1.2696... Generator Loss: 0.7311
Epoch 1/2... Discriminator Loss: 1.1145... Generator Loss: 0.6897
Epoch 1/2... Discriminator Loss: 1.4585... Generator Loss: 0.5373
Epoch 1/2... Discriminator Loss: 1.0442... Generator Loss: 0.9594
Epoch 1/2... Discriminator Loss: 1.3679... Generator Loss: 0.6550
Epoch 1/2... Discriminator Loss: 1.1286... Generator Loss: 1.1025
Epoch 1/2... Discriminator Loss: 0.9907... Generator Loss: 1.1626
Epoch 1/2... Discriminator Loss: 1.3101... Generator Loss: 0.8941
Epoch 1/2... Discriminator Loss: 1.0716... Generator Loss: 1.3557
Epoch 1/2... Discriminator Loss: 1.2322... Generator Loss: 0.6033
Epoch 1/2... Discriminator Loss: 1.2245... Generator Loss: 0.7360
Epoch 1/2... Discriminator Loss: 1.2931... Generator Loss: 1.0989
Epoch 1/2... Discriminator Loss: 1.2190... Generator Loss: 1.3080
Epoch 1/2... Discriminator Loss: 1.1511... Generator Loss: 0.7607
Epoch 1/2... Discriminator Loss: 1.1627... Generator Loss: 2.0184
Epoch 1/2... Discriminator Loss: 1.3117... Generator Loss: 0.7229
Epoch 1/2... Discriminator Loss: 1.0196... Generator Loss: 1.6271
Epoch 1/2... Discriminator Loss: 1.2415... Generator Loss: 0.6398
Epoch 2/2... Discriminator Loss: 0.9614... Generator Loss: 1.7230
Epoch 2/2... Discriminator Loss: 1.1949... Generator Loss: 1.1647
Epoch 2/2... Discriminator Loss: 0.9861... Generator Loss: 1.0828
Epoch 2/2... Discriminator Loss: 1.4469... Generator Loss: 0.5932
Epoch 2/2... Discriminator Loss: 1.1766... Generator Loss: 0.9244
Epoch 2/2... Discriminator Loss: 1.2074... Generator Loss: 0.7143
Epoch 2/2... Discriminator Loss: 1.0816... Generator Loss: 1.2779
Epoch 2/2... Discriminator Loss: 0.9413... Generator Loss: 1.3923
Epoch 2/2... Discriminator Loss: 1.3055... Generator Loss: 0.6571
Epoch 2/2... Discriminator Loss: 1.2171... Generator Loss: 1.1695
Epoch 2/2... Discriminator Loss: 1.0400... Generator Loss: 1.5558
Epoch 2/2... Discriminator Loss: 1.2570... Generator Loss: 0.7462
Epoch 2/2... Discriminator Loss: 0.9740... Generator Loss: 1.0280
Epoch 2/2... Discriminator Loss: 1.1472... Generator Loss: 1.2370
Epoch 2/2... Discriminator Loss: 1.1412... Generator Loss: 0.7207
Epoch 2/2... Discriminator Loss: 1.3160... Generator Loss: 0.7329
Epoch 2/2... Discriminator Loss: 1.4513... Generator Loss: 0.8205
Epoch 2/2... Discriminator Loss: 1.0402... Generator Loss: 1.1107
Epoch 2/2... Discriminator Loss: 1.0077... Generator Loss: 1.4905
Epoch 2/2... Discriminator Loss: 1.2819... Generator Loss: 0.7431
Epoch 2/2... Discriminator Loss: 0.8635... Generator Loss: 1.2235

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.